here . - Adchem 2015
Transcription
here . - Adchem 2015
ADCHEM 2015 9th International Symposium on Advanced Control of Chemical Processes Whistler, British Columbia, Canada June 7-10, 2015 Table of Contents Greetings from the NOC and IPC Chairs .................................................................................................... 2 National Organizing Committee .................................................................................................................... 3 International Program Committee ................................................................................................................ 4 Plenary Talks ................................................................................................................................................... 6 Keynote Talks .................................................................................................................................................. 9 Instructions for Presenters & Session Chairs ........................................................................................... 13 Local Attractions............................................................................................................................................ 14 Sponsors ........................................................................................................................................................ 15 Social Program & Announcements .............................................................................................................. 16 Technical Program........................................................................................................................................ 22 Author Index .................................................................................................................................................. 37 Keyword Index ............................................................................................................................................... 43 Interview with Plenary Speakers ................................................................................................................ 44 Conference Venue Layout ........................................................................................................................... 52 1 Greetings from the NOC and IPC Chairs It is our pleasure to welcome you to the 2015 IFAC Symposium on Advanced Control of Chemical Processes (ADCHEM 2015) in Whistler, British Columbia, Canada on behalf of the National Organizing Committee and International Program Committee. ADCHEM, one of the triennial meetings of the International Federation of Automatic Control, brings together researchers and practitioners to discuss recent developments in the control of chemical, biochemical, and related process systems. The program accommodates contributions from various application areas and methodologies including those outside the classical chemical process control. Special focus is put this year towards oil production as well as topics related to energy. Based on a rigorous reviewing process, the International Program Committee selected 216 papers for presentation. The program consists of 21 regular sessions, 4 invited sessions, 2 poster sessions, 1 roundtable discussion session, 12 keynote lectures (of which 5 are invited keynotes and 7 are selected from the contributions), and 3 plenary sessions. Following the tradition of ADCHEM, each morning begins with a plenary talk. Each day 4 keynotes are delivered, 2 in the morning and 2 in the afternoon. The regular and invited sessions are split in four parallel tracks, one in the morning and one in the afternoon. Poster presentations take place on Monday and Tuesday afternoon. The program is complemented by a roundtable discussion on Monday afternoon and very interesting preconference workshops that take place on Sunday, June 7. The social program consists of an opening reception on Sunday evening, a tour of the Squamish Lil’wat Cultural Centre on Monday evening, the conference banquet on Tuesday evening, and a closing reception on Wednesday. The excellence of the program would not be possible without tremendous contributions of the NOC and IPC members, secretaries, invited session organizers, associate editors who organized review of the papers, and all the reviewers. We would also like to acknowledge the tremendous support from our conference sponsors. ADCHEM 2015 is sponsored by the IFAC Technical Committee on Chemical Process Control and co-sponsored by the IFAC Technical Committees on Non-linear Control Systems, Biosystems and Bioprocesses, and Fault Detection, Supervision and Safety of Technical Processes. All participants are invited to explore the wonderful landscape and nature of Whistler. Special guided tours and trips are planned following the afternoon sessions. There will be a number of volunteers throughout the conference who will be happy to provide help. Please do not hesitate to stop at the conference registration desk or contact any volunteer if you have questions or need help. We hope you will enjoy your stay in beautiful Whistler, British Columbia. Best regards, Biao Huang (NOC chair), on behalf of the NOC Rolf Findeisen (IPC chair), on behalf of the IPC 2 National Organizing Committee NOC Chair Biao Huang University of Alberta Canada NOC Co-Chair Bhushan Gopaluni University of British Columbia Canada NOC Industry Vice Chair Terry Chmelyk Spartan Control Canada Johan Backstrom Hector Budman Aris Espejo Enbo Feng Fraser Forbes Ramesh Kadali Zukui Li Kim McAuley Prashant Mhaskar Michel Perrier Vinay Prasad Sirish Shah Elizabeth Adolf Leanne Swekla Honeywell University of Waterloo Syncrude Suncor University of Alberta Suncor Energy University of Alberta Queen’s University McMaster University École Polytechnique de Montréal University of Alberta University of Alberta University of Alberta Independent Organizer 3 International Program Committee IPC Chair Rolf Findeisen Otto-von-Guericke University Magdeburg Germany IPC Co-Chair Martin Guay Queen’s University Canada IPC Industry Co-Chair Don Bartusiak ExxonMobil Chemical Company USA Area Co-Chairs Zoltan Nagy (USA) Martin Mönnigmann (GER) Martha Grover (USA) Ravindra Gudi (IND) Claudio Scali (ITA) Manabu Kano (JPN) Ulrike Krewer (GER) Eric Bullinger (GER) Batch Process Modelling Model-based Control Modelling and Identification Scheduling and Optimization Process and Control Monitoring Process Applications Energy Processes and Control Modelling and Control of Biomedical Systems 4 IPC Members Frank Allgöwer (GER) Yaman Arkun (TUR) Jia Bao (AUS) Wayne Bequette (USA) Luis Bergh (CHI) Dominique Bonvin (SUI) Richard Braatz (USA) Jesús Alvarez Calderón (MEX) Eduardo Camacho (ESP) Benoit Chachuat (GBR) Changjian Cheng (CHN) Jean-Pierre Corriou (FRA) Cesar de Prada (ESP) Yongsheng Ding (CHN) Denis Dochain (BEL) Carl Duchesne (CAN) Stephen P. Duncan (GBR) Sebastian Engell (GER) Mirsolav Fikar (SVK) Bjarne Foss (NOR) Furong Gao (HKG) Christos Georgakis (USA) Veit Hagenmeyer (GER) Juergen Hahn (USA) Katalin Hangos (HUN) Morten Hovd (NOR) Hsiao-Ping Huang (TPE) Jakob Kjabsted Huusom (DEN) Lars Imsland (NOR) Elling W. Jacobsen (SWE) Masako Kishida (NZL) Costas Kravaris (GRE) Jay Lee (KOR) Jong-Min Lee (KOR) Xiang Li (CAN) Shaoyuan Li (CHN) Daniel Limon (ESP) Fei Liu (CHN) Wolfgang Marquardt (GER) Bernard Maschke (FRA) Jaime A. Moreno (MEX) Michela Mulas (FIN) Ahmet Palazoglu (USA) Gabriele Pannoccia (ITA) Robert S. Parker (USA) Stratos Pistikopoulos (GBR) Joe Qin (USA) Josa Ragot (FRA) Davide Raimondo (ITA) G.P. Rangaiah (SIN) R. Rengasamy (IND/USA) Riccardo Scattolini (ITA) Ilse Smets (BEL) Masoud Soroush (USA) Stefan Streif (GER) Hongye Su (CHN) Moses Tade (AUS) Robert Tenno (FIN) Jorge Trierweiler (BRA) Paul Van den Hof (NLD) Alain Vande Wouwer (BEL) Wei Wang (CHN) Adrian George Wills (AUS) Hong Yue (GBR) 5 Plenary Talks 1. Platform for Advanced Control and Estimation (PACE): Shell's and Yokogawa's Next Generation Advanced Process Control Technology Barry Cott Shell Global Solutions, The Netherlands Abstract: Every ten years or so, Shell has looked to refresh its Advanced Process Control (APC) technology. The last major technology upgrade occurred in 2003 when Shell, along with our APC alliance partner, Yokogawa, released SMOCPro (MPC) and RQEPro (quality estimation). In 2011, Shell and Yokogawa agreed to initiate the development of our next-generation APC technology. Brought to the market in 2015, the Platform for Advanced Control is leveraging our long combined experience in APC. Biography: Barry Cott has been with Shell for over 25 years in a variety of technical and engineering management roles in the process automation and control discipline. He is currently General Manager - Process Automation Control and Optimization Software in Shell's Projects and Technology organization, overseeing the development of innovative software technology including advanced process control. Barry holds a BASc and a MASc from the University of Waterloo and a Ph.D. from Imperial College, all in Chemical Engineering. He is a registered Professional Engineer in the Canadian provinces of Ontario and Alberta and received the 2007 DG Fisher Award from the Canadian Society for Chemical Engineering for contributions to systems and control engineering in Canada. Please see page 44 for our interview with Barry Cott. 6 2. Process monitoring in the era of big data Joe Qin The Chinese University of Hong Kong, Shenzhen Abstract: The recent interest in big data has shown up in almost all aspects of knowledge discovery; including engineering, medicine, business, commerce, finance, and even science to benefit from the power of big data. The Internet of Things, smart and wireless sensors, wireless communications, mobile devices, smart devices, and smart manufacturing make data an abundant source of information from which to derive knowledge and make decisions. For process engineering systems where processes, units, and equipment are designed with well-specified purposes under well-controlled operations, mechanistic models and principles are dependable. However, for the operation of emerging or abnormal situations that are not expected in the design, data become indispensable assets for the decision-making in safe and efficient operations. In this plenary we offer a perspective on the essence of process data analytics, how data have been effectively used in process operations and control, and new perspectives on how process systems operations might evolve to a paradigm of data-enhanced operations and control. In particular the focus is on the latent structure modeling of high dimensional and massive amount of data from which to explore interesting latent data structures for the purpose of process data analytics, including abnormal condition monitoring, inferential estimation, and predictions based on principal auto- and cross- correlations. The concept of principal time series modeling will be introduced. To conclude the talk, we give a future perspective in exploring the power of new machine learning techniques that have enjoyed tremendous development in two decades. Biography: Dr. S. Joe Qin obtained his B.S. and M.S. degrees in Automatic Control from Tsinghua University in Beijing, China, in 1984 and 1987, respectively, and his Ph.D. degree in Chemical Engineering from University of Maryland at College Park in 1992. He is the Vice President of the Chinese University of Hong Kong, Shenzhen, and is on leave from the position of Fluor Professor of Process Engineering at the Viterbi School of Engineering of the University of Southern California. Dr. Qin is a Fellow of IEEE and Fellow of the International Federation of Automatic Control (IFAC). He is a recipient of the National Science Foundation CAREER Award, the 2011 Northrop Grumman Best Teaching award at Viterbi School of Engineering, the DuPont Young Professor Award, Halliburton/Brown & Root Young Faculty Excellence Award, NSF-China Outstanding Young Investigator Award, Chang Jiang Professor of Tsinghua University, Thousand Talent Professor of the Northeastern University of China, and an IFAC Best Paper Prize for the model predictive control survey paper published in Control Engineering Practice. He is currently an Associate Editor for Journal of Process Control, IEEE Control Systems Magazine, and a Member of the Editorial Board for Journal of Chemometrics. He has published over 110 papers in SCI journals, with over 5700 ISI Web of Science citations and an h-index of 39. Dr. Qin’s research interests include process data analytics, process monitoring and fault diagnosis, model predictive control, system identification, building energy optimization, semiconductor process control, and control performance monitoring. Please see page 48 for our interview with Joe Qin. 7 3. Set-Theoretic Approaches in Analysis, Estimation and Control of Nonlinear Systems Benoit Chachuat Imperial College London Abstract: This paper gives an overview of recent developments in set-theoretic methods for nonlinear systems, with a particular focus on the activities in our own research group. Central to these approaches is the ability to compute tight enclosures of the range of multivariate systems, e.g. using ellipsoidal calculus or higher-order inclusion techniques based on multivariate polynomials, as well as the ability to propagate these enclosures to enclose the trajectories of parametric or uncertain differential equations. We illustrate these developments with a range of applications, including the reachability analysis of nonlinear dynamic systems; the determination of all equilibrium points and bifurcations in a given state-space domain; and the solution of setmembership parameter estimation problems. We close the paper with a discussion about on-going research in tube-based methods for robust model predictive control. Biography: Benoit Chachuat is a Senior Lecturer in the Department of Chemical Engineering at Imperial College London and a member of the Centre of Process Systems Engineering (CPSE). He received his Ph.D. in Chemical Engineering from National Polytechnic Institute of Lorraine (INPL) in 2001, and he held post-doctoral positions at INRIA Sophia-Antipolis (2002-2003), MIT (2003-2005), and EPFL (2005-2008). Prior to joining Imperial College in 2010, Benoit was an Assistant Professor at McMaster University. He currently serves as an Associate Editor for the Journal of Process Control and the Journal of Optimization Theory & Applications. He is a recipient of the 2014 Outstanding Young Researcher Award and 2015 Director Award from the CAST division of AIChE. Benoit's primary research focus is on the development of new methods and tools for optimization and control of complex process systems, with emphasis on global optimization and optimization-based process control. Current application areas in his group are on sustainable microalgae culture systems and resource recovery from wastewater. 8 Keynote Talks 1. Providing Ancillary Service with Commercial Buildings: The Swiss Perspective (invited) Ioannis Lymperopoulos, EPFL, Switzerland Faran Ahmed Qureshi, EPFL, Switzerland Truong Nghiem, Univ. of Pennsylvania, USA Ali Ahmadi Khatir, Swissgrid Ltd, Laufenburg, Switzerland Colin N. Jones, EPFL, Switzerland Abstract: Ancillary services constitute the cornerstone of the power grid. They allow for an efficient system operation, provide resilience to uncertainties and establish safeguards against unprecedented events. Their importance is growing due to the rise of grid decentralisation and integration of intermittent, renewable power sources, which lead to more variability and uncertainty in the system. Today, the vast share of ancillary services is provided by large generating units. An ongoing effort by research and business entities focuses on using variation of loads connected to the power grid in order to increase significantly the provision of such services, hopefully at a reduced cost. We examine here, from an economic perspective, the use of commercial buildings as ancillary service providers based on real prices from the Swiss electricity market. We calculate the effect of retail electrical prices on the economic performance of a building and find that for the rates charged in the least expensive cantons a single building can reduce its overall energy costs, when participating in the ancillary services market. For the high end of prices this gradually becomes prohibitive but can be alleviated for a building that has a need for electricity during nighttime hours, as well as daytime. Finally, we show, the counter-intuitive result that providing ancillary services can increase the comfort levels of a building at a decreased cost. 2. On-Line Maximization of Biogas Production in an Anaerobic Reactor Using a PseudoSuper-Twisting Controller Alejandro Vargas, Univ. Nacional Autonoma De Mexico-UNAM Jaime A. Moreno, Univ. Nacional Autonoma De Mexico-UNAM Abstract: We consider an apparently oversimplified first order model of an anaerobic digester operated as a CSTR, where the dilution rate is the controlled input and the biogas production rate is the measured output. The parameters of this model are considered slowly time-varying. The output function depends on the only state (the substrate), and at any instant has a unique maximum. We propose a simple output-feedback controller based on the super-twisting algorithm combined with a state machine, which converges in a practical sense to this maximum. The controller was tested by simulations of an anarobic digester, maximizing the biogas production rate, showing very good results. 3. Economic Optimization of Spray Dryer Operation Using Nonlinear Model Predictive Control with State Estimation Lars Norbert Petersen, Tech. Univ. of Denmark John B. Jørgensen, Tech. Univ. of Denmark James B. Rawlings, Univ. of Wisconsin at Madison, USA Abstract: In this paper, we develop an economically optimizing Nonlinear Model Predictive Controller (E-NMPC) for a complete spray drying plant with multiple stages. In the E-NMPC the initial state is estimated by an extended Kalman Filter (EKF) with noise covariances estimated by an autocovariance least squares method (ALS). We present a model for the spray drying plant and use this model for simulation as well as for prediction in the E-NMPC. The open-loop optimal control problem in the E-NMPC is solved using the single-shooting method combined with a quasiNewton Sequential Quadratic Programming (SQP) algorithm and the adjoint method for computation of gradients. We evaluate the economic performance when unmeasured disturbances 9 are present. By simulation, we demonstrate that the E-NMPC improves the profit of spray drying by 17% compared to conventional PI control. 4. A Stable Two-Time Dimensional (2D) Model Predictive Control with Zero Terminal State Constraints for Constrained Batch Processes Jingyi Lu, Hong Kong Univ. of Sci. & Tech Zhixing Cao, Hong Kong Univ. of Sci. & Tech Furong Gao, Hong Kong Univ. of Sci. & Tech Abstract: Batch processes are of great importance in process industry. However, the control algorithm design is difficult for those with constraints. This is because stability and recursive feasibility along directions of time and batch should be guaranteed simultaneously. In this paper, a stable model predictive control strategy with zero terminal state constraints is proposed. Stability and recursive feasibility along two directions are guaranteed and proved. Simulation results are given to show the effectiveness of the algorithm. 5. Latent Variable Models and Big Data in the Process Industries (invited) John F. Macgregor, ProSensus, Inc Mark-John Bruwer, ProSensus, Inc Ivan Miletic, ProSensus, Inc Marlene Cardin, ProSensus, Inc Zheng Liu, ProSensus, Inc Abstract: In the process industries Big Data has been around since the introduction of computer control systems, advanced sensors, and databases. Although process data may not really be BIG in comparison to other areas such as communications, they are often complex in structure, and the information that we wish to extract from them is often subtle. Multivariate latent variable regression models offer many unique properties that make them well suited for the analysis of historical industrial data. These properties and use of these models are illustrated with applications to the analysis, monitoring. optimization and control of batch processes, and to the extraction of information from on-line multi-spectral images. 6. On the Design of Economic NMPC Based on an Exact Turnpike Property Timm Faulwasser, EPFL, Switzerland Dominique Bonvin, EPFL, Switzerland Abstract: We discuss the design of sampled-data economic nonlinear model predictive control schemes for continuous-time systems. We present novel sufficient convergence conditions that do not require any kind of terminal constraints nor terminal penalties. Instead, the proposed convergence conditions are based on an exact turnpike property of the underlying optimal control problem. We prove that, in the presence of state constraints, the existence of an exact turnpike implies recursive feasibility of the optimization. We draw upon the example of optimal fish harvest to illustrate our findings. 7. Analysis of Problems Induced by Imprecise Dating of Measurements in Oil and Gas Production Nicolas Petit, MINES ParisTech, France Abstract: In this paper we discuss the negative impact on monitoring algorithms of working with imprecisely dated data. Two examples from the world of the oil & gas industry are presented and serve to illustrate that this problem can be of practical importance. First analytical results show that when signals with significant time variations are monitored, the impact of dating of measurements can be as troublesome (or even worse) than measurement noises. 8. A Multiobjective Optimization Perspective on the Stability of Economic MPC (invited) 10 Victor M. Zavala, Argonne National Lab, USA Abstract: We interpret economic MPC as a scheme that trades off economic performance and stability. We use this notion to design an economic MPC controller that exploits the inherent robustness of a stable auxiliary MPC controller to enhance economic performance. Specifically, we incorporate a flexible stabilizing constraint to the economic MPC formulation that preserves stability of the auxiliary controller. We use multiobjective optimization concepts to argue that the dual variable of the stabilizing constraint can be interpreted as a price of stability and we establish an equivalence between the proposed controller and regularized economic MPC controllers. We demonstrate that nontrivial gains in economic performance can be achieved without compromising stability. 9. Control Challenges in Synthetic Biology (invited) Christopher V. Rao, Univ. of Illinois at Urbana-Champaign Abstract: Automation is increasingly being employed in the life sciences. New control problems are arising as a result, few with simple off-the-shelf solutions. This paper discusses some of the scheduling and control problems associated with automation in synthetic biology. It specifically focuses on the challenges associated with robotics, drawing heavily from our own experiences at the University of Illinois at Urbana-Champaign. No solution are presented and only the problems discussed. The goal is to motivate research in the process systems engineering community to solve problems in this new field. 10. Zone Model Predictive Control and Moving Horizon Estimation for the Regulation of Blood Glucose in Critical Care Patients Timothy Knab, Univ. of Pittsburgh Gilles Clermont, Univ. of Pittsburgh Robert S. Parker, Univ. of Pittsburgh Abstract: Critically ill patients commonly suffer from stress hyperglycemia, or elevated glucose levels, following injury or disease. Hypoglycemia, or low glucose level, is a frequent and serious complication of treating hyperglycemia. In order to reduce the incidence of hyper- and hypoglycemia, a linear zone model-predictive controller with moving horizon state estimation and output regulation is developed. Critical care patient data from an observational study was used to construct virtual patients. Closed-loop control in these virtual patients, versus clinical standard of practice, results in a substantial increase in time spent in the target glucose zone and significant reductions in both hyperglycemia and hypoglycemia. Overall, the proposed controller significantly enhances targeted glucose control in critically ill patients in silico, which may translate to improved clinical decision making and patient outcomes in the clinic. 11. Artificial Pancreas: From In-Silico to In-Vivo (invited) Mirko Messori, Univ. of Pavia, Italy Claudio Cobelli, Univ. of Padova, Italy Lalo Magni, Univ. of Pavia, Italy Abstract: Type 1 diabetes is a disease caused by an autoimmune reaction. The Artificial Pancreas (AP) is an automatic closed-loop system composed of a subcutaneous glucose sensor, a subcutaneous insulin pump and a device on which a control algorithm and a human interface are implemented. The last years have seen an accelerated improvement of these three components that became more reliable and compact, making the system safer, wearable, and usable in real life. An overview on AP and its components is presented together with an introduction on the insilico tools used to develop and tune the control algorithm and to make pre-clinical tests. Particular attention is devoted to the design of a Model Predictive Control, to the choice of the model and of the constraints, and to the definition of the most relevant performance indices. Most of the choices have been driven by the experience gained by both in-silico and in-vivo trials. In-silico experiments 11 involved thousand of hours of simulations on the Food and Drug Administration accepted simulator equipped with 100 adult virtual patients. In-vivo experiments, of which a complete list is presented, involved about forty thousand hours of trials, first, conducted in a clinical environment and, then, at home. 12. Design of a Smart Adaptive Control System Takuya Kinoshita, Hiroshima Univ., Japan Toru Yamamoto, Hiroshima Univ., Japan Abstract: In industrial processes, it is necessary to maintain the user-specified control performance in order to achieve desired productivity. This paper describes a design scheme of smart adaptive controller based on mentioned strategy. In our proposed method, variance of control error and input are evaluated on-line. Moreover, control parameters are adjusted only when the user-specified control performance is not obtained. Control parameters are calculated directly from closed-loop data and they are adjusted by 1-parameter tuning. The effectiveness of the proposed method is verified by using a simulation example and experiment of temperature control system. 12 Instructions for Presenters & Session Chairs 1. Oral Presentations The allocated time for the talks are as follows: Type Presentation Discussion Plenary 50 minutes 10 minutes Keynote 25 minutes 5 minutes Regular 17 minutes 3 minutes A laptop will be available for presentations with MS-Office PowerPoint 2010 or later version, or Adobe Acrobat X format. Presenters should transfer their files to the laptop at the venue of their presentation as early as possible. Preferable times are during coffee, lunch and inter-session breaks. A student volunteer will be available to assist the presenters. Presenters are requested to submit a short biography to the Session Chair, 5 minutes before the beginning of the session. The biography should include at least your title, name and affiliation. 2. Poster Presentations The poster should be in portrait layout and A1 size (594mm (W) x 841mm (H) /23.3in (W) x 35in (H)). Posters should be put up by 1:30 PM on the presentation day and removed right after the session ends. Board pins and Velcro tape will be available on-site. Posters are to be put up according to the numbering on the poster panels. Authors should be present during the poster session to explain their work and to interact with fellow attendees. 3. Session Chairs Please take note of the day/time/venue of the session that you are chairing in the program booklet. On the day of the session that you are chairing, obtain any changes to the program from the Secretariat at the Registration Desk. Before the start of the session, collect the biographical information of the presenting authors. Use this information to introduce the speaker before his/her presentation. Be present in the room where the session is to be held 10 minutes before the start of the session and check that all the presentations have been copied on the notebook provided at the venue. Remind the presenting author about the time available for their presentation; see “Instructions to Authors” for details. Remind the authors at the 2-minute mark (e.g., at the 15th minute of presentation for regular presentations) to make their concluding remarks. Please ensure that there is sufficient time for discussion. At the end of the session, fill in the session summary report with a nomination for best presentation award and drop it off at the registration desk. In case of “no-show” or if a talk ends early, do not advance the presentations. The additional time can be used for discussions related to papers presented earlier in the session. 13 Local Attractions Whistler is a Canadian resort town located in the Coast Mountains in the province of British Columbia. Whistler features two majestic mountains with a vibrant base village, epic skiing and snowboarding, four championship golf courses, unbeatable shopping, restaurants and bars, accommodation to suit every budget, hiking trails, spas and arguably the best mountain bike park in the world. Whistler was the Host Mountain Resort of the Vancouver 2010 Winter Olympic and Paralypmic Games. Whistler's vibrant arts and culture scene flourishes year round with a multitude of cultural offerings from engaging art exhibitions, lively music and dance performances and First Nations culture to international film and culinary events. Squamish Lil’wat Cultural Centre. The Squamish Nation and Lil’wat Nation have coexisted respectfully as neighbors since time immemorial. They have thrived on the bounty of the ocean, the rivers, and the land. Their cultures are grounded in rich, ancient traditions, and continue to grow and evolve in a modern world. The Squamish Lil’wat Cultural Centre in Whistler BC (where mountains, rivers and people meet), embodies the spirit of partnership between two unique Nations who wish to preserve, grow and share our traditional cultures. It stands as testimony to our proud heritage — from time immemorial to the present. To learn more about Whistler's cultural institutions http://www.whistler.com/arts/#sthash.m59RAhjp.dpuf and offerings, please visit Activities for tourists in Whistler are limitless and include: Hiking. Alpine Hiking on Whistler and Blackcomb Mountains. Whistler and Blackcomb Mountains boast hiking trails with incredible views. Choose from short, family friendly strolls on wide paths to more advanced hikes to lakes, glaciers and alpine meadows. Keep your eyes open for chipmunks and marmots, and make sure you keep a camera handy for capturing the rugged mountain vistas. Tree Adventure Tours. Ziptrek offers an entertaining combination of high-wire adventure and ecological exploration on a choice of 3 guided zipline tours. For those who are looking for a light adventure, TreeTrek Canopy Walk offers a guided interpretive adventure across a stunning network of suspension bridges, suspended stairways, boardwalks and ground based trails, with no zipping required. Nestled in between Whistler and Blackcomb Mountains, above Fitzsimmons Creek, Ziptrek's tour area boasts spectacular tree top vistas. Superfly is home to Canada's longest, most epic ziplines! With cutting edge zipline technology designed to whiz the forest canopies of Whistler, into a bright green blur, and treetop rope adventures charged with challenge and adrenaline, Superfly is big airborne fun for everyone. White water rafting. Experience the ultimate white water rafting adventure with convenient pickups from Whistler. It is great for everyone from adventure junkies to families! 14 Sponsors KEY SPONSORS Tech Futures is part of Alberta’s research and innovation system and is helping build healthy, sustainable businesses in the province. Through a suite of programs and services directed towards entrepreneurs, companies, researchers and investors, Tech Futures is preparing Alberta for a next generation economy. From steel in the 19th century, to electrical distribution and automation in the 20th and energy management in the 21st, Schneider Electric has always been driven by an international, innovative and responsible mindset to shape the transformation of the industry it was evolving in. In 1967, Suncor pioneered commercial development of Canada’s oil sands – one of the largest petroleum resource basins in the world. Since then, Suncor has grown to become a globally competitive integrated energy company with a balanced portfolio of high-quality assets, a strong balance sheet and significant growth prospects. Across our operations, they intend to achieve production of one million barrels of oil equivalent per day. Spartan Controls offers a complete range of products and services to meet any process control challenge. For almost 50 years, Spartan has served the industry with quality products, technical expertise, after-sales support, on-site consultation, service, and training. SUSTAINING SPONSORS Honeywell invents and manufactures technologies to address some of the world’s toughest challenges initiated by revolutionary macrotrends in science, technology and society. Honeywell creates solutions to improve the quality of life of people around the globe: generating clean, healthy energy – and using it more efficiently. Increasing safety and security. The MathWorks, Inc. (branded simply as MathWorks) is an American privately held corporation that specializes in mathematical computing software. Its major products include MATLAB and Simulink. As of April 2014, it employed over 3,000 people worldwide with 70% located at the company’s headquarters in Natick, Massachusetts, USA. 15 Social Program & Announcements Sunday (June 7) Opening reception, Valley Voyer/Garibaldi, 19:30-21:30 Monday (June 8) JPC Subject Editor Meeting, Spearhead A/B, 12:00 - 13:00 Panel discussion, Rainbow, 15:40-17:00 Tour of the Squamish Cultural Centre, 19:30-21:30 Tuesday (June 9) JPC Editorial Board Meeting, Spearhead A/B, 12:20 - 13:20 Mathworks session, Rainbow, 16:20-17:00 Conference Banquet, Grand Foyer, 19:30-21:30 Wednesday (June 10) TC 6.1 meeting, Spearhead A/B, 12:20 - 13:20 16 17 Program at a Glance (Sunday June 7, 2015) Track 1 13:30-17:30 SuW1 Spearhead A Alarm Systems: Quantitative Analysis and Design Track 2 Track 3 13:30-17:30 SuW2 13:30-17:30 SuW3 Spearhead B Wedgemount A Model-Based Estimation, Fault Nonlinear Programming Strategies Diagnosis, and Control of Uncertain for Dynamic Process Optimization: Nonlinear Systems Using Off-Line and On-Line Polynomial Chaos 19:30-21:30 SuRPl Valley Voyer/Garibalid Opening Reception 18 Track 4 13:30-17:30 SuW4 Wedgemount B Discrete SISO Controller Design: The Time Series Approach Track 5 13:30-17:30 SuW5 Black Tusk Multi-Block, Multi-Set, Multi-Level, and Data Fusion Models Program at a Glance (Monday June 8, 2015) Track 1 Track 2 Track 3 Track 4 10:00-12:00 MoM3 Wedgemount Modeling and Identification I 10:00-12:00 MoM4 Black Tusk State and Parameter Estimation 08:00-08:10 MoOP Rainbow Opening 08:10-09:10 MoPLP Rainbow Plenary 1 09:10-09:40 MoKM1 Rainbow Keynote 1 09:10-09:40 MoKM2 Spearhead Keynote 2 09:40-10:00 MoCMP Garibaldi Coffee Mo 10:00-12:00 MoM1 Rainbow Economic Predictive Control 10:00-12:00 MoM2 Spearhead Oil and Gas 12:00-13:00 MoLP Garibaldi Lunch Mo 13:00-15:00 MoA1 Rainbow Optimization and Control 15:40-17:00 MoRT1 Rainbow Roundtable Discussion 17:00-17:30 MoKA1 Rainbow Keynote 3 13:00-15:00 MoA2 Spearhead Control and Optimization Challenges in Oil and Gas Industries 13:00-15:00 MoA3 Wedgemount Modeling and Identification II 15:00-17:00 MoP2 Garibaldi Poster 1 17:00-17:30 MoKA2 Spearhead Keynote 4 19:30-21:30 MoRP Squamish Cultural Centre Visit 19 13:00-15:00 MoA4 Black Tusk Batch Processes Program at a Glance (Tuesday June 9, 2015) Track 1 Track 2 Track 3 Track 4 10:20-12:20 TuM3 Wedgemount Process and Control Monitoring I 10:20-12:20 TuM4 Black Tusk Alarm Systems Design and Monitoring 08:30-09:30 TuPLP Rainbow Plenary 2 09:30-10:00 TuKM1 Rainbow Keynote 5 09:30-10:00 TuKM2 Spearhead Keynote 6 10:00-10:20 TuCMP Garibaldi Coffee Tu 10:20-12:20 TuM1 Rainbow Predictive Control Applications 10:20-12:20 TuM2 Spearhead Energy Processes and Control I 12:20-13:30 TuLP Garibaldi Lunch Tu 13:30-15:30 TuA1 Rainbow Extremum Seeking and Adaptive Control 16:20-17:00 TuMW1 Rainbow Mathworks 17:00-17:30 TuKA1 Rainbow Keynote 7 13:30-15:30 TuA2 Spearhead Energy Processes and Control II 13:30-15:30 TuA3 Wedgemount Process and Control Monitoring II 15:30-17:00 TuP2 Garibaldi Poster 2 17:00-17:30 TuKA2 Spearhead Keynote 8 19:30-23:00 TuRP Grand Foyer Conference Banquet 20 Program at a Glance (Wednesday June 10, 2015) Track 1 Track 2 Track 3 Track 4 10:20-12:20 WeM3 Wedgemount Biological Systems 10:20-12:20 WeM4 Black Tusk Process Applications 13:30-15:30 WeA3 Wedgemount Modeling and Optimization of Biological Systems 13:30-15:30 WeA4 Black Tusk Fault Detection and Identification 08:30-09:30 WePLP Rainbow Plenary 3 09:30-10:00 WeKM1 Rainbow Keynote 9 09:30-10:00 WeKM2 Spearhead Keynote 10 10:00-10:20 WeCMP Garibaldi Coffee WeM 10:20-12:20 WeM1 Rainbow Robust Predictive Control 10:20-12:20 WeM2 Spearhead Thermodynamics and Process Control 12:20-13:30 WeLP Garibaldi Lunch We 13:30-15:30 WeA1 Rainbow Scheduling, Optimization, and Control 13:30-15:30 WeA2 Spearhead Modeling, Control and Optimization of Energy Generating Systems 15:30-15:50 WeCAP Garibaldi Coffee WeA 15:50-16:20 WeKA1 Rainbow Keynote 11 15:50-16:20 WeKA2 Spearhead Keynote 12 16:20-17:30 WeClosingP Rainbow Closing Ceremony 21 Technical Program Rainbow MoPLP Plenary 1 (Plenary Session) ExxonMobil Res. & Engineering Co-Chair: Huang, Biao Univ. of Alberta 08:10-09:10 Univ. of Alberta Liu, Jinfeng Univ. of Alberta Anderson, Timothy L. Ucla Ellis, Matthew Ucla Christofides, Panagiotis D. 10:40-11:00 Shell Global Solutions (US) Inc Univ. of California at Los Angeles MoM1.3 Economics-Oriented NMPC of Two-Stage-Riser Catalytic Pyrolysis Processes for Maximizing Propylene Yield, pp. 3237. Canney, William Shell Global Solutions (US) Inc Wang, Ping China Univ. of Petroleum Carrette, Pierre Shell Global Solutions (US) Inc Tian, Xuemin China Univ. of Petroleum Linn, Richard Shell Global Solutions (US) Inc Yang, Chaohe China Univ. of Petroleum Martinez, Alex Shell Global Solutions (US) Inc Yuan, Zhihong Auburn Univ Singh, Abhay Shell Global Solutions (US) Inc Skrovanek, Thomas Shell Global Solutions (US) Inc Valiquette, Jean Shell Global Solutions (US) Inc Zhou, Jack Shell Global Solutions (US) Inc Cott, Barry Shell Global Solutions International BV Rainbow MoKM1 Keynote 1 (Keynote Session) Chair: Krewer, Ulrike TU Braunschweig Co-Chair: Lee, Jay H. KAIST 09:10-09:40 MoKM1.1 Providing Ancillary Service with Commercial Buildings: The Swiss Perspective, pp. 6-13. Lymperopoulos, Ioannis Epfl Qureshi, Faran Ahmed Nghiem, Truong Khatir, Ali Ahmadi Epfl Univ. of Pennsylvania Swissgrid Ltd, Laufenburg Jones, Colin N. Epfl Spearhead MoKM2 11:00-11:20 Chair: Li, Zukui Co-Chair: Dochain, Denis Subramanian, Sankaranarayanan Lucia, Sergio Engell, Sebastian 11:20-11:40 09:10-09:40 Moreno, Jaime A. MoKM2.1 Univ. Nacional Autonoma De Mexico-UNAM Rainbow Economic Predictive Control (Regular Session) Co-Chair: Lucia, Sergio 10:00-10:20 Otto-Von-Guericke Univ. Magdeburg TU Dortmund MoM1.5 Average Constraints in Robust Economic Model Predictive Control, pp. 44-49. Bayer, Florian Univ. of Stuttgart Muller, Matthias A. Univ. of Stuttgart Allgower, Frank Univ. of Stuttgart 11:40-12:00 MoM1.6 Scenario-Based Model Predictive Control: Recursive Feasibility and Stability, pp. 50-56. Maiworm, Michael Otto-Von-Guericke Univ. Magdeburg Bäthge, Tobias Otto-Von-Guericke Univ. Magdeburg Findeisen, Rolf Otto-Von-Guericke Univ. Magdeburg MoM2 Univ. of Stuttgart OvG Univ. of Magdeburg MoM1.1 Economic MPC with Terminal Cost and Application to Oilsand Separation, pp. 20-25. Chair: Li, Zukui 10:00-10:20 Univ. of Alberta Norwegian Univ. of Science and Tech. MoM2.1 Well Placement Optimization with Geological Uncertainty Reduction, pp. 57-62. Rahim, Shahed Univ. of Alberta Li, Zukui Univ. of Alberta 10:20-10:40 MoM2.2 Froth Pipeline Water Content Estimation and Control, pp. 63-68. Miao, Yu Xu, Fangwei Zheng, Yi Huang, Biao MacGowan, John 22 Spearhead Oil and Gas (Regular Session) Co-Chair: Nikoofard, Amirhossein Univ. Nacional Autonoma De Mexico-UNAM MoM1 Chair: Allgower, Frank TU Dortmund Univ. of Alberta Univ. Catholique de Louvain On-Line Maximization of Biogas Production in an Anaerobic Reactor Using a Pseudo-Super-Twisting Controller, pp. 14-19. Vargas, Alejandro MoM1.4 Economic Multi-Stage Output Feedback NMPC Using the Unscented Kalman Filter, pp. 38-43. Keynote 2 (Keynote Session) MoM1.2 Distributed Economic Model Predictive Control of a Catalytic Reactor: Evaluation of Sequential and Iterative Architectures, pp. 26-31. MoPLP.1 Platform for Advanced Control and Estimation (PACE): Shell's and Yokogawa's Next Generation Advanced Process Control Technology, pp. 1-5. Amrit, Rishi Univ. of Alberta Zhang, Jing 10:20-10:40 Monday June 8, 2015 Chair: Bartusiak, Donald Liu, Su Univ. of Alberta Syncrude Canada Ltd Shanghai Jiao Tong Univ Univ. of Alberta Syncrude Canada Ltd Espejo, Aris Syncrude Canada Ltd 10:40-11:00 MoM2.3 Evaluation of Lyapunov-Based Adaptive Observer Using Low-Order Lumped Model for Estimation of Production Index in Under-Balanced Drilling, pp. 69-75. Nikoofard, Amirhossein Johansen, Tor Arne Kaasa, Glenn-Ole Norwegian Univ. of Science and Tech Norwegian Univ. of Science and Tech MoM2.4 Pipeline Leak Detection Using Particle Filters, pp. 76-81. Arifin, B. M. Sirajeel Univ. of Alberta Li, Zukui Univ. of Alberta Shah, Sirish L. Univ. of Alberta 11:20-11:40 MoM2.5 Infinite-Dimensional Observer for Process Monitoring in Managed Pressure Drilling, pp. 82-87. Norwegian Univ. of Science and Tech 11:40-12:00 MoM2.6 Stochastic Proxy Modelling for Coalbed Methane Production Using Orthogonal Polynomials, pp. 88-93. Senthamaraikkannan, Univ. of Alberta Gouthami Prasad, Vinay Univ. of Alberta Gates, Ian Univ. of Calgary Wedgemount MoM3 Modeling and Identification I (Regular Session) Chair: Mesbah, Ali Co-Chair: Prasad, Vinay Univ. of California, Berkeley Univ. of Alberta 10:00-10:20 MoM3.1 Continuous-Time Enclosures for Uncertain Implicit Ordinary Differential Equations, pp. 94-99. Uchimaru, Taku Kyoto Univ Hazama, Koji Kyoto Univ Fujiwara, Koichi Kyoto Univ Kano, Manabu Kyoto Univ Black Tusk MoM4 State and Parameter Estimation (Regular Session) Chair: Dubljevic, Stevan Co-Chair: Vande Wouwer, Alain Unversity of Alberta Univ. de Mons 10:00-10:20 MoM4.1 State and Input Estimation of an Anaerobic Digestion Reactor Using a Continuous-Discrete Unknown Input Observer, pp. 129-134. Rocha-Cózatl, Edmundo Univ. Nacional Autonoma De Mexico Sbarciog, Mihaela Univ. De Mons Dewasme, Laurent Univ. De Mons Moreno, Jaime A. Vande Wouwer, Alain Univ. Nacional Autonoma De Mexico Univ. De Mons 10:20-10:40 MoM4.2 Moving-Horizon Predictive Input Design for Closed-Loop Identification, pp. 135-140. Yousefi, Mahdi Univ. of British Columbia Rippon, Lee Univ. of British Columbia Forbes, Michael Gregory Honeywell Gopaluni, Bhushan Univ. of British Columbia Loewen, Philip D. Univ. of British Columbia Dumont, Guy Univ. of British Columbia Backstrom, Johan Honeywell Measurex Inc Rajyaguru, Jai Imperial Coll. London 10:40-11:00 Villanueva, Mario E. Imperial Coll. London Observer Design Using Potential Based Realizations, pp. 141-146. Houska, Boris Chachuat, Benoit ShanghaiTech Univ Imperial Coll. London 10:20-10:40 MoM3.2 A Probabilistic Approach to Robust Optimal Experiment Design with Chance Constraints, pp. 100-105. Mesbah, Ali Streif, Stefan Ilmenau Univ. of Tech MoM3.3 Robust Design of Experiments Using Constrained Stochastic Optimization, pp. 106-111. Bennett, Ryan Hudon, Nicolas Queen's Univ Queen's Univ Univ. Catholique De Louvain Univ. of Alberta Prasad, Vinay Univ. of Alberta MoM3.4 Model Migration through Bayesian Adjustments, pp. 112116. MoM4.4 A Bayesian Method for Estimating Parameters in Stochastic Differential Equations, pp. 147-152. Karimi, Hadiseh Queen S Univ McAuley, K.B. Queen S Univ 11:20-11:40 Popli, Khushaal 11:00-11:20 Guay, Martin MoM4.3 11:00-11:20 Univ. of California, Berkeley 10:40-11:00 MoM4.5 Optimal State Estimation for Linear Systems with State Constraints, pp. 153-157. Xu, Xiaodong Univ. of Alberta Huang, Biao Univ. of Alberta Dubljevic, Stevan Univ. of Alberta Luo, Linkai Hong Kong Univ. of Sci. & Tech 11:40-12:00 Gao, Furong Hong Kong Univ. of Sci. & Tech Distributed Adaptive High-Gain Extended Kalman Filtering for Nonlinear Systems, pp. 158-163. 11:20-11:40 MoM3.5 Dynamic-Inner Partial Least Squares for Dynamic Data Modeling, pp. 117-122. Dong, Yining Univ. of Southern California Qin, S. Joe Univ. of Southern California 23 MoM3.6 Nearest Correlation Louvain Method for Fast and Good Selection of Input Variables of Statistical Model, pp. 123128. Kelda Drilling Controls 11:00-11:20 Hasan, Agus 11:40-12:00 Rashedi, Mohammad MoM4.6 Univ. of Alberta Liu, Jinfeng Univ. of Alberta Huang, Biao Univ. of Alberta Rainbow MoA1 Optimization and Control (Regular Session) Chair: Faulwasser, Timm EPFL Co-Chair: Lee, Jay H. KAIST 13:00-13:20 MoA1.1 Model-Based On-Line Optimization Framework for SemiBatch Polymerization Reactors, pp. 164-169. Jung, Tae Yeong Nie, Yisu Kaist Sammaknejad, Nima Univ. of Alberta Huang, Biao Univ. of Alberta Sanders, R. Sean Univ. of Alberta Miao, Yu Univ. of Alberta Xu, Fangwei Syncrude Canada Ltd Kaist Espejo, Aris Syncrude Canada Ltd Carnegie Mellon Univ 13:20-13:40 MoA1.2 On Bifurcations of the Zero Dynamics - Connecting Steady-State Optimality to Process Dynamics, pp. 170-175. Trollberg, Olle KTH Royal Inst. of Tech Jacobsen, Elling W. KTH Royal Inst. of Tech 13:40-14:00 MoA1.3 On Handling Cost Gradient Uncertainty in Real-Time Optimization, pp. 176-181. Singhal, Martand Epfl Faulwasser, Timm Epfl Bonvin, Dominique Epfl 14:00-14:20 14:00-14:20 Hanssen, Kristian Gaustad Norwegian Univ. of Science & Tech Foss, Bjarne Norwegian Univ. of Science & Tech 14:20-14:40 Rodríguez-Blanco, Tania Univ. of Valladolid Sarabia, Daniel Navia, Daniel Univ. of Burgos Univ. Técnica Federico Santa María Univ. of Valladolid 14:40-15:00 Wenzel, Simon TU Dortmund Engell, Sebastian TU Dortmund MoA1.5 Integration of Process Design and Control Using Hierarchical Control Structure, pp. 188-192. MoA2.6 Inclusion of Long-Term Production Planning/Scheduling into Real-Time Optimization (I), pp. 229-233. Kumar, Divya Univ. of Waterloo Chen, Ye Process Data Tech. Air Products and Chemicals Esmaili, Ali Process Data Tech. Air Products and Chemicals Zhou, Mengfei Zhejiang Univ. of Tech Li, Long Zhejiang Univ. of Tech Xie, Lei Zhejiang Univ. of Tech MoA3 Cai, Yijun Pan, Haitian Zhejiang Univ. of Tech Zhejiang Univ. of Tech Modeling and Identification II (Regular Session) 14:40-15:00 MoA1.6 Anti-Fouling Control of Plug-Flow Crystallization Via Heating and Cooling Cycle, pp. 193-198. Purdue Univ Nagy, Zoltan K. Purdue Univ Spearhead Control and Optimization Challenges in Oil and Gas Industries (Invited Session) Chair: Budman, Hector M. Co-Chair: Bartusiak, Donald 13:00-13:20 Univ. of Waterloo ExxonMobil Res. & Engineering MoA2.1 Spectroscopic Measurements in Oil Sands Industry - from Laboratories to Real-Time Applications (I), pp. 199-204. Feng, Enbo Domlan, Elom Ayih Kadali, Ramesh 13:20-13:40 Chair: McAuley, K.B. Co-Chair: Bajcinca, Naim 13:00-13:20 Koswara, Andy MoA2 Suncor Energy Inc Univ. of Alberta Suncor Energy Inc MoA2.2 Refinery Optimization Integrated with a Nonlinear Crude Distillation Unit Model (I), pp. 205-210. Yang, Yu Massachusetts Inst. of Tech Barton, Paul Massachusetts Inst. of Tech 24 Wedgemount Queen's Univ. Max Planck Inst. MoA3.1 A Comparative Study on Improved DPLS Soft Sensor Models Applied to a Crude Distillation Unit, pp. 234-239. Shang, Chao Tsinghua Univ Gao, Xinqing Tsinghua Univ Yang, Fan Tsinghua Univ Lyu, Wenxiang Tsinghua Univ Huang, Dexian Tsinghua Univ 13:20-13:40 MoA3.2 Generalizing ODE Modeling Structure for Multivariate Systems with Distributed Parameters, pp. 240-247. Bajcinca, Naim Max Planck Inst. Magdeburg Hofmann , Steffen Max Planck Inst. Magdeburg Eisenschmidt, Holger Sundmacher, Kai Max Planck Inst. Magdeburg Max Planck Inst. Magdeburg 13:40-14:00 MoA3.3 Time-Series Prediction Modelling Based on an Efficient Self-Organization Learning Neural Network, pp. 248-253. Yang, Gang East China Jiaotong Univ Yang, Hui East China Jiaotong Univ Dai, Lizhen East China Jiaotong Univ 14:00-14:20 MoA2.5 Modifier-Adaptation Methodology for RTO Applied to Distillation Columns (I), pp. 223-228. de Prada, Cesar TU Dortmund 14:20-14:40 MoA2.4 Production Optimization under Uncertainty - Applied to Petroleum Production (I), pp. 217-222. MoA1.4 Comparison of Modifier Adaptation Schemes in Real-Time Optimization, pp. 182-187. Gao, Weihua MoA2.3 Adaptive Soft Sensing and On-Line Estimation of the Critical Minimum Velocity with Application to an Oil Sand Primary Separation Vessel (I), pp. 211-216. The Dow Chemical Company Lee, Jay H. Biegler, Lorenz T. 13:40-14:00 MoA3.4 Identification of Time-Delay Systems: A State-Space Realization Approach, pp. 254-259. Kano, Manabu Lima, Rafael Univ. Federal De Campina Grande Barros, Péricles R. Univ. Federal De Campina Grande 14:20-14:40 MoA3.5 Wise, Barry M. Eigenvector Res. Inc Roginski, Robert T. Eigenvector Res. Inc 14:40-15:00 Daiichi Sankyo Co., Ltd Miyano, Takuya Daiichi Sankyo Co., Ltd MoA3.6 Incremental Model Identification of Distributed Two-Phase Reaction Systems, pp. 266-271. Rodrigues, Diogo Epfl Billeter, Julien Epfl Bonvin, Dominique Epfl Garibaldi MoP2 Poster 1 (Poster Session) Chair: Scali, Claudio A Calibration Model Maintenance Road Map, pp. 260-265. Kyoto Univ Tanabe, Shuichi Co-Chair: El-Farra, Nael H. Univ. of Pisa Univ. of California, Davis 15:00-17:00 MoP2.1 Revision of the Tennessee Eastman Process Model, pp. 309314. Bathelt, Andreas Ricker, N. Lawrence Jelali, Mohieddine Cologne Univ. of Applied Sciences Univ. of Washington Cologne Univ. of Applied Sciences 15:00-17:00 Black Tusk MoA4 Batch Processes (Regular Session) Chair: Gao, Furong Hong Kong Univ. of Sci & Tech. Barazandegan, Melissa UCLA Shahrokhi, Mohammad Co-Chair: Kwon, Joseph 13:00-13:20 MoA4.1 Integrated Optimization Based on Transition Tracking Analysis for Batch Processes, pp. 272-277. Abedini, Hossein Vafa, Ehsan Univ. of British Columbia Sharif Univ. of Tech Iranian Pol. and Petrochemical Inst Sharif Univ. of Tech Qin, Yan Zhejiang Univ 15:00-17:00 Zhao, Chunhui Zhejiang Univ Modeling and Simulation for Feasibility Study of TaylorCouette Crystallizer As Crystal Seed Manufacturing System, pp. 321-324. Gao, Furong 13:20-13:40 Hong Kong Univ. of Sci & Tech MoA4.2 On Operation of PECVD of Thin Film Solar Cells, pp. 278283. Crose, Marquis Ucla Kwon, Joseph Ucla Nayhouse, Michael Ucla Ni, Dong Christofides, Panagiotis D. 13:40-14:00 Zhejiang Univ Univ. of California at Los Angeles MoA4.3 Experimental Validation of Robust Process Design and Control Based on Gaussian Mixture Densities, pp. 284-290. Rossner, Niko Tech. Univ. Berlin King, Rudibert Tech. Univ. Berlin 14:00-14:20 MoA4.4 Wei, Shaolong Beijing Univ. of Chemical Tech Beijing Univ. of Chemical Tech Wang, Youqing Beijing Univ. of Chemical Tech MoA4.5 Optimization of Two-Stage Cooling Profile in Unseeded Batch Crystallization, pp. 297-302. Georgia Inst. of Tech Li, Huayu Georgia Inst. of Tech Grover, Martha Georgia Inst. of Tech Rousseau, Ronald W. 14:40-15:00 MoP2.4 Distributed MPC for Upstream Oil & Gas Fields - a Practical View, pp. 325-330. Al-Naumani, Yahya Hamood Univ. of Sheffield Rossiter, J. Anthony Univ. of Sheffield 15:00-17:00 MoP2.5 Box-Complex Assisted Genetic Algorithm for Optimal Control of Batch Reactor, pp. 331-336. Padhiyar, Nitin Vishwakarma Government Engineering Coll. Chandkheda Indian Inst. of Tech. Gandhinagar 15:00-17:00 MoP2.6 Li, Dan Queen S Univ Li, Xiang Queen S Univ 15:00-17:00 MoP2.7 Predicting Electricity Pool Prices Using Hidden Markov Models, pp. 343-348. Univ. of Alberta Liu, Tianbo Univ. of Alberta Huang, Biao Univ. of Alberta Forbes, J. Fraser Univ. of Alberta Georgia Inst. of Tech 15:00-17:00 Georgia Inst. of Tech Optimal and Coordinated Functioning of Oil and Gas Wells, pp. 349-354. MoA4.6 Process Parameter Optimization Based on LW-PLS in Pharmaceutical Granulation Process, pp. 303-308. Yoshizaki, Ryosuke Korea Univ 15:00-17:00 Wu, Ouyang King, Jared Kawajiri, Yoshiaki Korea Univ Yang, Dae Ryook Global Optimization of an Industrial Natural Gas Production Network, pp. 337-342. Cheng, Jinxu 14:20-14:40 MoP2.3 Park, Kiho Patel, Narendra Data-Driven Two-Dimensional LQG Benchmark Based Performance Assessment for Batch Processes under ILC, pp. 291-296. Bandi, Apeksha Mukhtyar, Vishwa A. Kyoto Univ 25 MoP2.2 Simulation and Control of Monomer Conversion in a Continuous Emulsion Polymerization Reactor, pp. 315-320. Gudi, Ravindra MoP2.8 Indian Inst. of Tech. Bombay Shell Tech. Center IIT Bombay 15:00-17:00 MoP2.9 Real Time Optimisation of Industrial Gas Supply Networks, pp. 355-360. IIT Hyderabad 15:00-17:00 MoP2.17 Inferential Active Disturbance Rejection Control of a Distillation Column, pp. 403-408. Adamson, Richard Newcastle Univ Hobbs, Martin BOC Gases Ltd Al Kalbani, Fahad Newcastle Univ Silcock, Andy BOC Gases Ltd Zhang, Jie Newcastle Univ Montague, Gary 15:00-17:00 Teesside Univ MoP2.10 Identification and Control of Chemical Processes Using the Anisochronic Modeling Paradigm, pp. 361-366. Espinoza, Bolaños, Mauricio Rojas, Jose David Vilanova, Ramon Arrieta, Orlando 15:00-17:00 Univ. of Costa Rica Univ. of Costa Rica MoP2.11 Zhao, Jinghua Jilin Univ. Campus NanLing Chen, Zhigang Jilin Univ. Campus NanLing Hu, Yunfeng Jilin Univ. Campus NanLing Chen, Hong Jilin Univ. Campus NanLing 15:00-17:00 15:00-17:00 MoP2.12 Optimization of Catalytic Naphtha Reforming Process Based on Modified Differential Evolution Algorithm, pp. 373378. MoP2.18 Decentralized SISO Active Disturbance Rejection Control of the Newell-Lee Forced Circulation Evaporator, pp. 409414. Dittmar, Rainer Univ. of Costa Rica Univ. Autònoma De Barcelona Urea-SCR Process Control for Diesel Engine Using Feedforward-Feedback Nonlinear Method, pp. 367-372. West Coast Univ. of Applied Sciences 15:00-17:00 MoP2.19 Sulfur Determination in Diesel Using 2D Fluorescence Spectroscopy and Linear Models, pp. 415-420. Ranzan, Cassiano Federal Univ. of Rio Grande Do Sul Ranzan, Lucas Federal Univ. of Rio Grande Do Sul Trierweiler, Luciane Ferreira Federal Univ. of Rio Grande Do Sul Trierweiler, Jorge Otávio Federal Univ. of Rio Grande Do Sul 15:00-17:00 MoP2.20 Detection of Stiction in Level Control Loops, pp. 421-426. Brasio, Ana S R Univ. of Coimbra Wei, Min East China Univ. of Science and Tech Yang, Minglei East China Univ. of Science and Tech 15:00-17:00 Qian, Feng East China Univ. of Science and Tech Soft Sensor Model Maintenance: A Case Study in Industrial Processes, pp. 427-432. Du, Wenli East China Univ. of Science and Tech Chen, Kuilin Castillo, Ivan The Dow Chemical Company MoP2.13 Chiang, Leo The Dow Chemical Company 15:00-17:00 Optimal Scheduling of the Maintenance and Improvement for Water Main System Using Markov Decision Process, pp. 379-384. Kim, Jong Woo Seoul National Univ Choi, Gobong Seoul National Univ Suh, Jung Chul Lee, Jong Min 15:00-17:00 Samchully Seoul National Univ MoP2.14 Energy Demand Response of Process Systems through Production Scheduling and Control, pp. 385-390. Tong, Chudong Univ. of California at Davis El-Farra, Nael H. Univ. of California at Davis Palazoglu, Ahmet N. Univ. of California at Davis 15:00-17:00 MoP2.15 Time and Frequency Performance Assessment of IMC PI Control Loops, pp. 391-396. Romanenko, Andrey Fernandes, Natercia C.P. Yu, Jie 15:00-17:00 Ciengis, SA, Coimbra Univ. of Coimbra MoP2.21 McMaster Univ McMaster Univ MoP2.22 A New Implementation of Open-Loop Two-Move Compensation Method for Oscillations Caused by Control Valve Stiction, pp. 433-438. Wang, Tingren Zhejiang Univ Xie, Lei Zhejiang Univ Tan, Feiqi Zhejiang Univ Su, Hongye Zhejiang Univ 15:00-17:00 MoP2.23 Dumpling Cooking - Modeling and Simulation, pp. 439-444. Zhu, Qiang Zhejiang Univ Liang, Yuan Zhejiang Univ Shao, Zhijiang Zhejiang Univ 15:00-17:00 MoP2.24 Reducing Fuel Cell Degradation in Micro Combined Heat and Power Systems, pp. 445-450. Barroso, Henrique C. Univ. Federal De Campina Grande Acioli Junior, George Univ. Federal De Campina Grande 15:00-17:00 Barros, Péricles R. Univ. Federal De Campina Grande Monitoring Safety of Process Operations Using Industrial Workflows, pp. 451-456. 15:00-17:00 MoP2.16 A Novel and Efficient Hybrid Optimization Approach for Wind Farm Micro-Siting, pp. 397-402. Mittal, Prateek Kulkarni, Kedar Indian Inst. of Tech. Hyderabad ABB Corp. Res. Centre, Bangalore 26 Mitra, Kishalay Zenith, Federico Dasani, Sridhar Sintef MoP2.25 Univ. of Alberta Shah, Sirish L. Univ. of Alberta Chen, Tongwen Univ. of Alberta Funnell, Jay Univ. of Alberta Pollard, Robert W. Univ. of Alberta 15:00-17:00 MoP2.26 Multi-Innovation Parameter Estimation for Hammerstein MIMO Output-Error Systems Based on the Key-Term Separation, pp. 457-462. Jiangnan Univ Ding, Feng Jiangnan Univ MoP2.27 Ho, Megan Univ. of Alberta Univ. of British Columbia, Vancouver, BC Bharmal, Hussain IIT Bombay Bavdekar, Vinay Univ. of Alberta Prasad, Vinay Univ. of Alberta Mendez, Patricio Univ. of Alberta 15:00-17:00 MoP2.28 Industrial Test Setup for Autotuning of PID Controllers in Large-Scale Processes: Applied to Tennessee Eastman Process, pp. 469-476. Siemens AS Sivalingam, Selvanathan Siemens AS Lund Univ 15:00-17:00 Lee, Jay H. Kaist Bonvin, Dominique Epfl Syncrude Canada Ltd Honeywell Measurex Inc Chmelyk, Terrance Cott, Barry Bartusiak, Donald Bill Poe, William A. Spartan Controls Shell Global Solutions International BV ExxonMobil Res. & Engineering Schneider Electric Rainbow MoKA1 Keynote 3 (Keynote Session) Chair: Monnigmann, Martin Ruhr-Univ. Bochum Co-Chair: Allgower, Frank Univ. of Stuttgart 17:00-17:30 Jahanshahi, Esmaeil Schofield, Brad MoRT1.1 Backstrom, Johan IIIT Roorkee Talati, Anurag Univ. of Alberta Industrial Challenges and Opportunities for Research in Process Control and Monitoring*. Espejo, Aris Multivariate Data Analysis of Gas-Metal Arc Welding Process, pp. 463-468. Ranjan, Rajesh Queen’s Univ. Co-Chair: Shah, Sirish L. 15:40-17:00 Shen, Qianyan 15:00-17:00 Chair: Guay, Martin MoP2.29 MoKA1.1 Economic Optimization of Spray Dryer Operation Using Nonlinear Model Predictive Control with State Estimation, pp. 507-513. Petersen, Lars Norbert Tech. Univ. of Denmark Jørgensen, John B. Tech. Univ. of Denmark Rawlings, James B. Univ. of Wisconsin at Madison Control-Relevant Multiple Linear Modeling of Simulated Moving Bed Chromatography, pp. 477-482. Spearhead Sharma, Girish IIT Bombay MoKA2 Vignesh, S V IIT Bombay Keynote 4 (Keynote Session) Hariprasad, K IIT Bombay Chair: Kano, Manabu Bhartiya, Sharad IIT Bombay Co-Chair: Perrier, Michel 15:00-17:00 MoP2.30 Pseudo-LIDAR Data Analysis and Feed-Forward Wind Turbine Control Design, pp. 483-488. Kyoto Univ. Ec. Pol. 17:00-17:30 MoKA2.1 A Stable Two-Time Dimensional (2D) Model Predictive Control with Zero Terminal State Constraints for Constrained Batch Processes, pp. 514-519. Bao, Jie Univ. of Strathclyde Wang, Mengling Univ. of Strathclyde Lu, Jingyi Univ. of Strathclyde Cao, Zhixing Hong Kong Univ. of Sci. & Tech Univ. of Strathclyde Gao, Furong Hong Kong Univ. of Sci. & Tech Yue, Hong Leithead, William 15:00-17:00 Hong Kong Univ. of Sci. & Tech MoP2.31 Adaptive Optimizing Control of an Ideal Reactive Distillation Column, pp. 489-494. Valluru, Jayaram IIT Bombay Purohit, Jalesh IIT Bombay Patwardhan, Sachin C. IIT Bombay Mahajani, Sanjay IIT Bombay 15:00-17:00 MoP2.32 Design and Implementation of a Multiple-Model Based Control Scheme for Boiler-Turbine Unit, pp. 495-500. TuPLP Madras Inst. of Tech Prakash, Jagadeesan Madras Inst. of Tech MoP2.33 Rainbow Plenary 2 (Plenary Session) Chair: Guay, Martin Co-Chair: Shah, Sirish L. Siam Sundar, Kapil Arasu 15:00-17:00 Tuesday June 9, 2015 08:30-09:30 Queen's Univ. Univ. of Alberta TuPLP.1 Process Data Analytics Via Latent Structure Modeling, pp. 520-520. Qin, S. Joe Univ. of Southern California Analytical Scheme of Centralized PI Controller for NonSquare Processes with Time-Delays, pp. 501-506. Jiangnan Univ TuKM1 Luan, Xiaoli Jiangnan Univ Keynote 5 (Keynote Session) Liu, Fei Jiangnan Univ Wang, Zhiqiang Chair: Scali, Claudio Co-Chair: Shah, Sirish L. MoRT1 Rainbow Roundtable Discussion (Panel Discussion) 27 09:30-10:00 Rainbow Univ. of Pisa Univ. of Alberta TuKM1.1 Latent Variable Models and Big Data in the Process Industries, pp. 521-525. Macgregor, John F. ProSensus, Inc Bruwer, Mark-John ProSensus, Inc Miletic, Ivan ProSensus, Inc Cardin, Marlene ProSensus, Inc Liu, Zheng ProSensus, Inc Systems, pp. 563-568. Vu, Ky Keynote 6 (Keynote Session) Chair: Monnigmann, Martin Co-Chair: Chen, Hong Ruhr-Univ. Bochum Jilin Univ. Campus NanLing 09:30-10:00 TuKM2.1 On the Design of Economic NMPC Based on an Exact Turnpike Property, pp. 526-531. Energy Processes and Control I (Regular Session) Co-Chair: Daoutidis, Prodromos Univ. of California, Davis Univ. of Minnesota 10:20-10:40 TuM2.1 Modeling and Control of Rankine Based Waste Heat Recovery Systems for Heavy Duty Trucks, pp. 569-574. Grelet, Vincent Volvo Trucks Dufour, Pascal Univ. Lyon 1 - CNRS Faulwasser, Timm Epfl Nadri, Madiha Bonvin, Dominique Epfl Reiche, Thomas Volvo Trucks Lemort, Vincent Univ. of Liège Rainbow TuM1 Predictive Control Applications (Regular Session) Chair: Patwardhan, Sachin C. Co-Chair: Gates, Ian 10:20-10:40 Indian Inst. of Tech. Bombay Univ. of Calgary TuM1.1 Model Predictive Control in Industry: Challenges and Opportunities, pp. 532-539. Forbes, Michael Gregory Patwardhan, Rohit Hamadah, Hamza Gopaluni, Bhushan 10:40-11:00 Honeywell Saudi Aramco Saudi Aramco Univ. of British Columbia TuM1.2 Model-Predictive-Control (MPC) of Steam Trap Subcool in Steam-Assisted Gravity Drainage (SAGD), pp. 540-545. Purkayastha, Sagar Neel Univ. of Calgary Gates, Ian Univ. of Calgary Trifkovic, Milana Univ. of Calgary 11:00-11:20 TuM1.3 Experimental Evaluation of a MIMO Adaptive Dual MPC, pp. 546-551. Kumar, Kunal Heirung, Tor Aksel N. Patwardhan, Sachin C. Foss, Bjarne 11:20-11:40 IIT Bombay Norwegian Univ. of Science & Tech Indian Inst. of Tech. Bombay Norwegian Univ. of Science & Tech TuM1.4 Distributed Model Predictive Control Based on Nash Optimality for Large Scale Irrigation Systems, pp. 552-556. Zhang, Rongchao Zhejiang Univ. of Tech Liu, Andong Zhejiang Univ. of Tech Yu, Li Zhejiang Univ. of Tech Zhang, Wen-An Zhejiang Univ. of Tech 11:40-12:00 TuM1.5 Optimizing Control of a Tubular Polymerization Reactor: Comparison of Single Shooting and Full Discretization, pp. 557-562. Hashemi, Reza TU Dortmund Schilling, Ricardo TU Dortmund Engell, Sebastian TU Dortmund 12:00-12:20 TuM1.6 A Model Predictive Controller for Inverse Response Control 28 Spearhead TuM2 Chair: El-Farra, Nael H. Spearhead TuKM2 AuLac Tech. Inc Univ. Claude Bernard Lyon 1 10:40-11:00 TuM2.2 Wiener Model and Extremum Seeking Control for a CO Preferential Oxidation Reactor with the CuO-CeO2 Catalyst, pp. 575-580. Lee, Hyun Chan Kyungpook National Univ Kim, Sin Kyungpook National Univ Heo, Jae Pil Kyungpook National Univ Kim, Dong Hyun Kyungpook National Univ Lee, Jietae Kyungpook National Univ 11:00-11:20 TuM2.3 Control of a Post-Combustion CO2 Capture Plant During Process Start-Up and Load Variations, pp. 581-586. Gaspar, Jozsef Tech. Univ. of Denmark Jørgensen, John B. Tech. Univ. of Denmark Fosbøl, Philip Loldrup Tech. Univ. of Denmark 11:20-11:40 TuM2.4 Graph Reduction for Material Integrated Process Networks with Flow Segregation, pp. 587-592. Heo, Seongmin Univ. of Minnesota Daoutidis, Prodromos Univ. of Minnesota 11:40-12:00 TuM2.5 Proactive Optimization and Control of Heat-Exchanger Super Networks, pp. 593-598. Wang, Xiaonan Univ. of California at Davis Palazoglu, Ahmet N. Univ. of California at Davis El-Farra, Nael H. Univ. of California at Davis 12:00-12:20 TuM2.6 Operational Optimization of SWRO Process with the Consideration of Load Fluctuation and Electricity Price, pp. 599-605. Jiang, Aipeng Hangzhou Dianzi Univ Jiangzhou, Shu Hangzhou Dianzi Univ Cheng, Wen Hangzhou Dianzi Univ Wang, Jian Hangzhou Dianzi Univ Ding, Qiang Xing, Changxin Hangzhou Dianzi Univ Hangzhou Dianzi Univ TuM3 Wedgemount Process and Control Monitoring I (Regular Session) Chair: de Prada, Cesar Univ. of Valladolid Co-Chair: Pannocchia, Gabriele Univ. of Pisa 10:20-10:40 TuM3.1 Kernel Canonical Variate Analysis for Nonlinear Dynamic Process Monitoring, pp. 606-611. Samuel, Raphael T. Cranfield Univ Cao, Yi Cranfield Univ 10:40-11:00 TuM3.2 A Nonlinear Quality-Relevant Process Monitoring Method with Kernel Input-Output Canonical Variate Analysis, pp. 612-617. Huang, Linzhe China Univ. of Petroleum Cao, Yuping China Univ. of Petroleum Tian, Xuemin China Univ. of Petroleum Deng, Xiaogang China Univ. of Petroleum 11:00-11:20 TuM3.3 Robust Process Monitoring Via Stable Principal Component Pursuit, pp. 618-623. Chen, Chun-Yu National Tsing Hua Univ Yao, Yuan National Tsing Hua Univ 11:20-11:40 TuM3.4 Gross Error Management in Data Reconciliation, pp. 624629. De La Fuente, Maria Jesus Univ. of Valladolid Gutierrez, Gloria Univ. of Valladolid Gomez Sayalero, Elena Univ. of Valladolid Sarabia, Daniel de Prada, Cesar 11:40-12:00 Univ. of Burgos Univ. of Valladolid TuM3.5 Wang, Jiandong Peking Univ Chen, Tongwen Univ. of Alberta 11:00-11:20 TuM4.3 Mode Based Alarm Solutions at Syncrude Canada (I), pp. 654-657. Bhaumik, Suvomoy Syncrude Canada Ltd MacGowan, John Syncrude Canada Ltd Doraj, Vimal Syncrude Canada Ltd 11:20-11:40 TuM4.4 Methodology and Application of Pattern Mining in Multiple Alarm Flood Sequences (I), pp. 658-663. Lai, Shiqi Univ. of Alberta Chen, Tongwen Univ. of Alberta 11:40-12:00 TuM4.5 Risk-Based Warning System Design Methodology for Multimode Processes (I), pp. 664-669. Wang, Hangzhou Memorial Univ Khan, Faisal I Memorial Univ Ahmed, Salim Memorial Univ Imtiaz, Syed Memorial Univ 12:00-12:20 TuM4.6 Design and Analysis of Improved Alarm Delay-Timers (I), pp. 670-675. Zang, Hao Tsinghua Univ Yang, Fan Tsinghua Univ Huang, Dexian Tsinghua Univ Identification Techniques for Stiction Quantification in the Presence of Nonstationary Disturbances, pp. 630-635. Bacci di Capaci, Riccardo Univ. of Pisa Scali, Claudio Univ. of Pisa Pannocchia, Gabriele Univ. of Pisa 12:00-12:20 TuM3.6 Rainbow Extremum Seeking and Adaptive Control (Regular Session) TuA1 Chair: Guay, Martin Co-Chair: Bao, Jie 13:30-13:50 Stiction Quantification Based on Time and Frequency Domain Criterions, pp. 636-641. Li, Chen East China Univ. of Science and Tech Qian, Feng East China Univ. of Science and Tech Choudhury, M.A.A. Shoukat Bangladesh Univ. of Engineering Tech Du, Wenli East China Univ. of Science and Tech Black Tusk Alarm Systems Design and Monitoring (Invited Session) TuM4 Chair: Shah, Sirish L. Univ. of Alberta Co-Chair: Chen, Tongwen Univ. of Alberta TuM4.1 An Application of Advanced Alarm Management Tools to an Oil Sand Extraction Plant (I), pp. 642-647. Hu, Wenkai Univ. of Alberta Afzal, Muhammad Shahzad Univ. of Alberta Brandt, Gustavo Suncor Energy Inc Lau, Eric Suncor Energy Inc Chen, Tongwen Univ. of Alberta Shah, Sirish L. Univ. of Alberta 10:40-11:00 TuM4.2 Fast Sequence Alignment for Comparing Industrial Alarm Floods (I), pp. 648-653. Hu, Wenkai Univ. of Alberta 29 TuA1.1 Proportional-Integral Extremum-Seeking Control, pp. 676681. Guay, Martin Queen S Univ 13:50-14:10 TuA1.2 Adaptive Control of Chemical Distributed Parameter Systems, pp. 682-687. Babaei Pourkargar, Davood The Pennsylvania State Univ Armaou, Antonios The Pennsylvania State Univ 14:10-14:30 10:20-10:40 Queen's Univ. The Univ. of New South Wales TuA1.3 High-Order Differential Dissipativity Analysis of Nonlinear Processes, pp. 688-693. Wang, Ruigang The Univ. of New South Wales Tippett, Michael James The Univ. of New South Wales Bao, Jie The Univ. of New South Wales 14:30-14:50 TuA1.4 Distributed Extremum-Seeking Control Over Networks of Unstable Dynamic Agents, pp. 694-698. Guay, Martin Vandermeulen, Isaac Dougherty, Sean McLellan, P. James 14:50-15:10 Queen S Univ Queen S Univ CALM Tech. Inc Queen S Univ TuA1.5 Neighbouring-Extremal Control for Steady-State Optimization Using Noisy Measurements, pp. 699-704. de Oliveira, Vinicius Norwegian Univ. of Science & Tech Jäschke, Johannes Norwegian Univ. of Science & Tech Skogestad, Sigurd Norwegian Univ. of Science & Tech 15:10-15:30 TuA1.6 Dissipativity-Based Analysis of Controller Networks with Reduced Rate Communication, pp. 705-710. Process and Control Monitoring II (Regular Session) Chair: Gopaluni, Bhushan Co-Chair: Qin, S. Joe 13:30-13:50 TuA3.1 A Novel Algorithm for Model-Plant Mismatch Detection for Model Predictive Controllers, pp. 747-753. Tippett, Michael James The Univ. of New South Wales Tsai, Yiting Univ. of British Columbia Zheng, Chaoxu The Univ. of New South Wales Gopaluni, Bhushan Univ. of British Columbia Bao, Jie The Univ. of New South Wales Marshman, Devin James Univ. of British Columbia Liu, Jinfeng Univ. of Alberta Chmelyk, Terrance 13:50-14:10 Spearhead TuA2 Energy Processes and Control II (Regular Session) Chair: Monnigmann, Martin Co-Chair: Monder, Dayadeep Singh Ruhr-Univ. Bochum Indian Inst. of Tech. Bombay 13:30-13:50 TuA2.1 Model Predictive Control of the Steam Cycle in a Solar Power Plant, pp. 711-716. NORPAC Controls TuA3.2 Assessment of Model-Plant Mismatch by the Nominal Sensitivity Function for Unconstrained MPC, pp. 754-759. Botelho, Viviane Rodrigues Federal Univ. of Rio Grande Do Sul Trierweiler, Jorge Otávio Federal Univ. of Rio Grande Do Sul Farenzena, Marcelo Federal Univ. of Rio Grande Do Sul Duraiski, Ricardo Trisolutions Engineering Solutions LTDA Mier, Dominik Ruhr-Univ. Bochum Möllenbruck, Florian Ruhr-Univ. Bochum 14:10-14:30 Jost, Michael Ruhr-Univ. Bochum Drill-Down Diagnosis of Deficient Models in MPC, pp. 760765. Grote, Wolfgang Monnigmann, Martin MAN Diesel & Turbo SE Ruhr-Univ. Bochum 13:50-14:10 TuA2.2 Model Predictive Control of Once through Steam Generator Steam Quality, pp. 717-722. Suncor Energy Inc Shukeir, Eliyya Suncor Energy Inc Kadali, Ramesh Suncor Energy Inc TuA2.3 Optimal Concentration Control for Direct Methanol Fuel Cells, pp. 723-728. Sintef Na, Youngseung TU Braunschweig Krewer, Ulrike TU Braunschweig TuA2.4 Nonlinear Operability of a Membrane Reactor for Direct Methane Aromatization, pp. 729-734. West Virginia Univ Lima, Fernando V. West Virginia Univ TuA2.5 A Distributed Parameter Model for a Solid Oxide Fuel Cell: Simulating Realistic Operating Conditions, pp. 735-740. Monder, Dayadeep Singh IIT Bombay Polisetty, Venkata Goutham IIT Hyderabad Jampana, Phanindra IIT Hyderabad Janardhanan, Vinod M. IIT Hyderabad 15:10-15:30 TuA2.6 Dynamic Operational Optimization of Air Source Heat Pump Heating System with the Consideration of Energy Saving, pp. 741-746. TuA3.3 Nanjing Tech. Univ Univ. of Southern California TuA3.4 A Method for Automatic Detection of Controller Tuning Issues, pp. 766-771. Ghosh, Kaushik Nallasivam, Ulaganathan ABB Corp. Res. Centre, Bangalore Purdue Univ Kubal, Nandkishor Abb TuA3.5 Multirate Partial Least Squares for Process Monitoring, pp. 772-777. Cong, Ya Zhejiang Univ Ge, Zhiqiang Zhejiang Univ Song, Zhi-Huan Zhejiang Univ 15:10-15:30 Carrasco, Juan C. 14:50-15:10 Qin, S. Joe 14:50-15:10 Zenith, Federico 14:30-14:50 Li, Lijuan 14:30-14:50 Qi, Fei 14:10-14:30 TuA3.6 PLS-Based Similarity Analysis for Mode Identification in Multimode Manufacturing Processes, pp. 778-783. Zheng, Ying Huazhong Univ. of Science and Tech Qin, S. Joe Univ. of Southern California and Chinese Univ. of Hong Wang, Fuli Northeastern Univ TuP2 Garibaldi Poster 2 (Poster Session) Chair: Gudi, Ravindra Co-Chair: Jørgensen, John B. IIT Bombay 2-control ApS Xing, Chang Xin Hangzhou Dianzi Univ 15:30-17:00 Ding, Qiang Hangzhou Dianzi Univ Jiang, Aipeng Hangzhou Dianzi Univ Parametric Identifier of Metabolic Networks Based on Robust Differentiation, pp. 784-789. Cheng, Wen Hangzhou Dianzi Univ Zhou, Dahan Hangzhou Dianzi Univ TuA3 Wedgemount 30 Univ. of British Columbia Univ. of Southern California Sepúlveda-Gálvez, Alfonso Badillo-Corona, Agustín Chairez, Isaac 15:30-17:00 TuP2.1 Upibi-Ipn Upibi-Ipn Cinvestav-Ipn TuP2.2 Parameter Estimation for Non-Uniformly Sampled Wiener Systems with Dead-Zone Nonlinearities, pp. 790-795. Integrating Iterative Learning Estimation with Optimal Control for Batch Productivity Enhancement, pp. 844-849. Liu, Ranran Jiangsu Univ Gupta, Anish Li, Haoran Jiangsu Univ Gudi, Ravindra Pan, Tianhong Jiangsu Univ Li, Zhengming Jiangsu Univ 15:30-17:00 TuP2.3 Perepu, Satheesh Kumar IIT Madras Tangirala, Arun K. IIT Madras 15:30-17:00 TuP2.4 Soft-Sensing in Complex Chemical Process Based on a Sample Clustering Extreme Learning Machine Model, pp. 802-807. Beijing Univ. of Chemical Tech Xu, Yuan Beijing Univ. of Chemical Tech Wang, Yanqing Beijing Univ. of Chemical Tech Geng, Zhiqiang Beijing Univ. of Chemical Tech Zhu, Qunxiong Beijing Univ. of Chemical Tech 15:30-17:00 TuP2.5 A MPC Operation Method for a Photovoltaic System with Batteries, pp. 808-813. Liu, Bing Lu, Zhou Hong Kong Univ. of Sci. & Tech Yao, Ke Hong Kong Univ. of Sci. & Tech Gao, Furong Hong Kong Univ. of Sci. & Tech TuP2.6 A Survey of Guaranteeing Feasibility and Stability in MPC During Target Changes, pp. 814-819. Univ. of Sheffield Rossiter, J. Anthony Univ. of Sheffield TuP2.7 Cascade Nonlinear Control for a Class of Cascade Systems, pp. 820-827. Garcia-Sandoval, Juan Paulo Dochain, Denis Gonzalez-Alvarez, Victor 15:30-17:00 Univ. of Guadalajara Univ. Catholique De Louvain Univ. of Guadalajara TuP2.8 Jiangnan Univ Xie, Li Jiangnan Univ Yang, Huizhong Jiangnan Univ TuP2.9 N-Step Impacted-Region Optimization Based Distributed Model Predictive Control, pp. 832-837. Zheng, Yi Shanghai Jiao Tong Univ Li, Shaoyuan Shanghai Jiao Tong Univ TuP2.10 A Multi-Model Identification Method for the Fiber Stretching Process Based on the EM Algorithm, pp. 838-843. Guo, Fan Donghua Univ Ding, Yongsheng Donghua Univ Chen, Lei Donghua Univ Ren, Lihong Donghua Univ Hao, Kuangrong Donghua Univ 15:30-17:00 TuP2.11 31 Jiangnan Univ 15:30-17:00 TuP2.13 Multi-Innovation Gradient Identification for Input Nonlinear State Space Systems, pp. 854-859. Jiangnan Univ Liu, Yanjun Jiangnan Univ Ding, Feng Jiangnan Univ 15:30-17:00 TuP2.14 Simultaneous Control Loop Performance Assessment and Process Identification Based on Fractional Models, pp. 860865. Skarda, Radek Cech, Martin Univ. of West Bohemia Univ. of West Bohemia Univ. of West Bohemia in Pilsen 15:30-17:00 TuP2.15 Fractional-Order Process Simulator Based on Exact Step Response Discretization, pp. 866-871. Cech, Martin Univ. of West Bohemia Schlegel, Milos Univ. of West Bohemia Reitinger, Jan Univ. of West Bohemia TuP2.16 Model-Based Fault-Tolerant Control of Uncertain Particulate Processes: Integrating Fault Detection, Estimation and Accommodation, pp. 872-877. Napasindayao, Trina Univ. of California, Davis El-Farra, Nael H. Univ. of California, Davis 15:30-17:00 TuP2.17 Reliable H∞ Control of Switched Linear Systems, pp. 878883. Fu, Jun Northeastern Univ Chai, Tianyou Northeastern Univ Ma, Ruicheng Cang, Wentao 15:30-17:00 Jiangnan Univ Ding, Feng Jin, Ying Modeling of Bisphenol a Condensation Reaction Based on UKF Algorithm, pp. 828-831. 15:30-17:00 Jiangnan Univ 15:30-17:00 Dughman, Shukri 15:30-17:00 TuP2.12 Xu, Ling Schlegel, Milos Hong Kong Univ. of Sci. & Tech 15:30-17:00 15:30-17:00 Wang, Xuehai Peng, Di IIT Bombay Data Filtering Based Parameter Estimation Algorithms for Multivariable Box-Jenkins-Like Systems, pp. 850-853. Wang, Yanjiao Identification of Equation Error Models from Small Samples Using Compressed Sensing Techniques, pp. 796801. Indian Inst. of Tech. Bombay 15:30-17:00 McGill Univ Liaoning Univ. China TuP2.18 An Observer-Based Model Predictive Control Strategy for Distributed Parameter System, pp. 884-888. Wang, Mengling East China Univ. of Science and Tech Shi, Hongbo East China Univ. of Science and Tech Yang, Wen East China Univ. of Science and Tech 15:30-17:00 TuP2.19 Iterative Identification of Output Error Model with Time Delay, pp. 889-894. Dong, Shijian Dalian Univ. of Tech Liu, Tao Dalian Univ. of Tech Chen, Fengwei 15:30-17:00 Univ. of Lorraine TuP2.20 Integration of Design and Control Using Efficient PSE Approximations, pp. 895-900. Bahakim, Sami Saeed Univ. of Waterloo Mehta, Siddharth Univ. of Waterloo Ahmad, Hassan Univ. of Waterloo Gaspar, Erik Univ. of Waterloo Ricardez-Sandoval, Luis Alberto Univ. of Waterloo 15:30-17:00 TuP2.21 Development of an Ant Colony Optimization (ACO) Algorithm Based on Statistical Analysis and Hypothesis Testing for Variable Selection, pp. 901-906. Ahmed, Salim 15:30-17:00 Lu, Liang Northeastern Univ. and KAIST 15:30-17:00 TuP2.30 Unraveling Apoptosis Signalling Using Linear Control Methods: Linking the Loop Gain to Reverting the Decision to Undergo Apoptosis, pp. 955-960. Federal Univ. of Rio Grande Do Sul Schliemann-Bullinger, Monica Ranzan, Cassiano Federal Univ. of Rio Grande Do Sul Readman, Mark C. Trierweiler, Luciane Ferreira Federal Univ. of Rio Grande Do Sul Trierweiler, Jorge Otávio Federal Univ. of Rio Grande Do Sul 15:30-17:00 Kalamatianos, Dimitrios McMaster Univ Otto-Von-Guericke-Univ. Magdeburg Bullinger, Eric Otto-Von-Guericke-Univ. Magdeburg 15:30-17:00 McClure, Ken Gopaluni, Bhushan Spartan Controls Ltd Univ. of British Columbia Rainbow TuKA1 Keynote 7 (Keynote Session) Ucla Chair: Kano, Manabu Nayhouse, Michael Ucla Co-Chair: Mhaskar, Prashant 15:30-17:00 TuP2.31 Overload Detection in Semi-Autogenous Grinding: A Nonlinear Process Monitoring Approach, pp. 961-966. Kwon, Joseph Christofides, Panagiotis D. Stockport Coll Biomedical Res. Foundation of the Acad. of Athens TuP2.23 Handling Parametric Drift in Batch Crystallization Using Predictive Control with R2R Model Parameter Estimation, pp. 913-918. Ni, Dong Otto-Von-Guericke Univ. Magdeburg Findeisen, Rolf TuP2.22 A Bilevel Programming Formulation for Dynamic RealTime Optimization, pp. 907-912. Jamaludin, Mohammad McMaster Univ Zamry Swartz, Christopher L.E. TuP2.29 Asynchronous Separable Self-Triggered Model Predictive Control Based on Relaxed Dynamic Programming, pp. 949954. Pessoa, Carolina de Marco 15:30-17:00 Memorial Univ Zhejiang Univ Univ. of California at Los Angeles TuP2.24 Kyoto Univ. McMaster Univ. 17:00-17:30 TuKA1.1 Analysis of Problems Induced by Imprecise Dating of Measurements in Oil and Gas Production, pp. 967-974. Petit, Nicolas MINES ParisTech Algorithm for Image-Based Biomarker Detection for Differential Diagnosis of Parkinson's Disease, pp. 919-924. Spearhead Singh, Gurpreet National Univ. of Singapore TuKA2 Samavedham, Lakshminarayanan National Univ. of Singapore Keynote 8 (Keynote Session) 15:30-17:00 TuP2.25 Double-Objective Optimal Control for Non-Gaussian Systems: An Example Study on Analytical vs Numerical Solutions, pp. 925-930. Ren, Mifeng Zhang, Jianhua Wang, Hong Huang, Min 15:30-17:00 Chair: Findeisen, Rolf Otto-von-Guericke-Univ. Magdeburg Co-Chair: Mesbah, Ali Univ. of California, Berkeley 17:00-17:30 Taiyuan Univ. of Tech North China Electric Power Univ TuKA2.1 A Multiobjective Optimization Perspective on the Stability of Economic MPC, pp. 975-981. Zavala, Victor M. Argonne National Lab Univ. of Manchester Northeastern Univ TuP2.26 Robust Nonlinear Predictive Control for a Bioreactor Based on a Dynamic Metabolic Flux Balance Model, pp. 931-936. Kumar, Divya Univ. of Waterloo Budman, Hector M. Univ. of Waterloo 15:30-17:00 TuP2.27 Fast Mesh-Sorting in Multi-Objective Optimization, pp. 937942. Patel, Narendra Padhiyar, Nitin 15:30-17:00 Vishwakarma Government Engineering Coll. Chandkheda Indian Inst. of Tech. Gandhinagar TuP2.28 Parameter and Delay Estimation of Fractional Order Models from Step Response, pp. 943-948. WePLP Rainbow Plenary 3 (Plenary Session) Chair: Findeisen, Rolf Otto-von-Guericke-Univ. Magdeburg Co-Chair: Gopaluni, Bhushan Univ. of British Columbia 08:30-09:30 WePLP.1 Set-Theoretic Approaches in Analysis, Estimation and Control of Nonlinear Systems, pp. 982-996. Chachuat, Benoit Houska, Boris 32 Wednesday June 10, 2015 Imperial Coll. London ShanghaiTech Univ Paulen, Radoslav Tech. Univ. Dortmund Perić, Nikola Imperial Coll. London Rajyaguru, Jai Imperial Coll. London Villanueva, Mario E. Imperial Coll. London Dual MPC for FIR Systems: Information Anticipation, pp. 1034-1039. Heirung, Tor Aksel N. Ydstie, B. Erik Foss, Bjarne Rainbow WeKM1 Keynote 9 (Keynote Session) Univ. of Alberta Otto-von-Guericke-Univ. Magdeburg 09:30-10:00 WeKM1.1 Control Challenges in Synthetic Biology, pp. 997-1002. Rao, Christopher V. Univ. of Illinois at UrbanaChampaign Spearhead WeKM2 Keynote 10 (Keynote Session) Chair: Gudi, Ravindra Co-Chair: McAuley, K.B. IIT Bombay Queen's Univ. 09:30-10:00 WeKM2.1 Zone Model Predictive Control and Moving Horizon Estimation for the Regulation of Blood Glucose in Critical Care Patients, pp. 1003-1008. Univ. of Pittsburgh Clermont, Gilles Univ. of Pittsburgh Parker, Robert S. Univ. of Pittsburgh Mizumoto, Ikuro Ikejiri, Masataka Takagi, Taro WeM2 Rainbow Robust Predictive Control (Regular Session) Co-Chair: Lucia, Sergio Carnegie Mellon Univ. OvG Univ. of Magdeburg 10:20-10:40 WeM1.1 Robust Output Feedback Model Predictive Control Using Reduced Order Models, pp. 1009-1015. Otto-Von-Guericke Univ. Magdeburg Findeisen, Rolf Otto-Von-Guericke Univ. Magdeburg WeM1.2 Potential and Limitations of Multi-Stage Nonlinear Model Predictive Control, pp. 1016-1021. Lucia, Sergio Engell, Sebastian TU Dortmund WeM1.3 User Friendly Robust MPC Tuning of Uncertain PaperMaking Processes, pp. 1022-1027. He, Ning Shi, Dawei Wang, Jiadong Univ. of Alberta Beijing Inst. of Tech Univ. of Alberta Forbes, Michael Gregory Backstrom, Johan Chen, Tongwen Chair: Dochain, Denis Co-Chair: Couenne, Francoise Honeywell Univ. of Lyon 1 10:20-10:40 WeM2.1 Zhou, Weijun Univ. Claude Bernard Lyon 1 Hamroun, Boussad Lab. D'automatique Et Génie Des Procédés Le Gorrec, Yann Femto-St, Ensmm Univ. of Lyon 1 10:40-11:00 WeM2.2 On the Relaxing Dissipation of Dissipative Pseudo Hamiltonian Models (I), pp. 1052-1057. Hoang, Ngoc Ha Phong Mai, T. Dochain, Denis Univ. of Tech. VNU-HC Univ. of Tech. VNU-HC Univ. Catholique De Louvain WeM2.3 Dissipative and Conservative Structures for ThermoMechanical Systems (I), pp. 1058-1065. Garcia-Sandoval, Juan Paulo Univ. of Guadalajara Dochain, Denis Univ. Catholique De Louvain Hudon, Nicolas Univ. Catholique De Louvain WeM2.4 Potential-Based Analysis of Closed Reacting Systems (I), pp. 1066-1070. Hudon, Nicolas Univ. Catholique De Louvain Dochain, Denis Univ. Catholique De Louvain Hoang, Ngoc Ha Univ. of Tech. (VNU-HCM) & Univ. Cath. De Louvain (Belgium) Garcia-Sandoval, Juan Paulo Univ. of Guadalajara 11:40-12:00 WeM2.5 Representation of Irreversible Systems in a Metric Thermodynamic Phase Space (I), pp. 1071-1075. Hudon, Nicolas Univ. Catholique De Louvain Univ. of Alberta Dochain, Denis Univ. Catholique De Louvain WeM1.4 Trajectory Bounds of Input-To-State Stability for Nonlinear Model Predictive Control, pp. 1028-1033. Guay, Martin Queen S Univ 12:00-12:20 Griffith, Devin Carnegie Mellon Univ Biegler, Lorenz T. Carnegie Mellon Univ WeM1.5 33 Univ. Catholique de Louvain Honeywell Measurex Inc 11:20-11:40 11:40-12:00 Spearhead 11:20-11:40 Otto-Von-Guericke Univ. Magdeburg 11:00-11:20 Kumamoto Univ National Inst. of Tech. Maizuru Coll 11:00-11:20 Koegel, Markus J. 10:40-11:00 Kumamoto Univ Thermodynamics and Process Control (Invited Session) Couenne, Francoise WeM1 WeM1.6 Stable Adaptive Predictive Control System Design Via Adaptive Output Predictor for Multi-Rate Sampled Systems, pp. 1040-1045. Lyapunov Based Nonlinear Control of Tubular Chemical Reactors (I), pp. 1046-1051. Knab, Timothy Chair: Biegler, Lorenz T. Carnegie Mellon Norwegian Univ. of Science & Tech 12:00-12:20 Chair: Prasad, Vinay Co-Chair: Findeisen, Rolf Norwegian Univ. of Science & Tech WeM2.6 Feedforward Ouput-Feedback Control for a Class of Exothermic Tubular Reactors, pp. 1076-1081. Najera, Isrrael Univ. Autónoma MetropolitanaIztapalapa Alvarez, Jesus Baratti, Roberto Univ. Autónoma Metropolitana Univ. Degli Studi Di Cagliari Wedgemount WeM3 Biological Systems (Regular Session) Chair: King, Rudibert Tech. Univ. Berlin Co-Chair: Vande Wouwer, Alain Univ. de Mons 10:20-10:40 WeM3.1 An Observer-Based Robust Control Strategy for Overflow Metabolism Cultures in Fed-Batch Bioreactors, pp. 10821087. Univ. Autonoma Metropolitana 10:20-10:40 WeM4.1 Integrated Process Design and Control of Reactive Distillation Processes, pp. 1121-1126. Mansouri, Seyed Soheil Sales Cruz, Mauricio Huusom, Jakob Kjøbsted Woodley, John M. Gani, Rafiqul Tech. Univ. of Denmark Univ. Autonoma MetropolitanaCuajimalpa Tech. Univ. of Denmark Tech. Univ. of Denmak Tech. Univ. of Denmark 10:40-11:00 WeM4.2 Worst-Case and Distributional Robustness Analysis of a Thin Film Deposition Process, pp. 1127-1132. Araujo Pimentel, Guilherme Univ. De Mons Benavides, Micaela Univ. De Mons Rasoulian, Shabnam Univ. of Waterloo Dewasme, Laurent Univ. De Mons Ricardez-Sandoval, Luis Alberto Univ. of Waterloo Coutinho, Daniel Univ. Federal De Santa Catarina Vande Wouwer, Alain Univ. De Mons 10:40-11:00 WeM3.2 Adaptive Control of Lactic Acid Production Process from Wheat Flour, pp. 1088-1093. Gonzalez, Karen Vanessa Supelec Dumur, Didier CentraleSupelec Lopes, Filipa Ec. Centrale Paris Pareau, Dominique Ec. Centrale Paris Thorigné, Aurore Soufflet Givry, Sebastien Soufflet 11:00-11:20 WeM3.3 Dynamic Optimization of Biomass Productivity in Continuous Cultures of Microalgae Isochrysis Galbana through Modulation of the Light Intensity, pp. 1094-1100. Deschênes, Jean-Sébastien 11:20-11:40 Lauzon-Gauthier, Julien WeM3.4 Model-Based Control to Maximise Biomass and PHB in the Autotrophic Cultivation of Ralstonia Eutropha, pp. 11011108. Univ. Laval Univ. Laval Tessier, Jayson Alcoa Smelting Center of Excellence Duchesne, Carl Univ. Laval 11:20-11:40 WeM4.4 Energy Saving through Control in an Industrial Multicomponent Distillation Column, pp. 1139-1144. Porru, Marcella Univ. Degli Studi Di Cagliari Baratti, Roberto Univ. Degli Studi Di Cagliari 11:40-12:00 Univ. De Mons WeM4.3 Establishing Multivariate Specification Regions for Raw Materials Using SMB-PLS, pp. 1133-1138. Alvarez, Jesus Univ. Du Québec à Rimouski Vande Wouwer, Alain 11:00-11:20 Azari Dorcheh, Kamran CentraleSupelec Tebbani, Sihem Univ. Autonoma Metropolitana WeM4.5 An Intelligent Control Strategy for the Intervals of Temperature in a Plate Heat Exchanger, pp. 1145-1150. Jia, Yao Chai, Tianyou Wang, Hong State Key Lab. of Synthetical Automation for Process Indus Northeastern Univ The Univ. of Manchester Tech. Univ. Berlin 12:00-12:20 Rossner, Niko Tech. Univ. Berlin King, Rudibert Tech. Univ. Berlin Optimal Energy Management of a Building Cooling System with Thermal Storage: A Convex Formulation, pp. 11511156. Neddermeyer, Flavia 11:40-12:00 WeM3.5 Extended and Unscented Kalman Filter Design for Hybridoma Cell Fed-Batch and Continuous Cultures, pp. 1109-1114. Fernandes, Sofia WeM4.6 Ioli, Daniele Pol. Di Milano Falsone, Alessandro Pol. Di Milano Prandini, Maria Pol. Di Milano Univ. De Mons Richelle, Anne Univ. Libre De Bruxelles WeA1 Amribt, Zakaria Univ. Libre De Bruxelles Scheduling, Optimization, and Control (Regular Session) Dewasme, Laurent Univ. De Mons Bogaerts, Philippe Univ. Libre De Bruxelles Vande Wouwer, Alain 12:00-12:20 Univ. De Mons WeM3.6 Oscillatory Behavior Control in Continuous Fermentation Processes, pp. 1115-1120. Chair: Li, Zukui Co-Chair: Su, Hongye 13:30-13:50 Rainbow Univ. of Alberta Zhejiang Univ. WeA1.1 Chance Constrained Planning and Scheduling under Uncertainty Using Robust Optimization Approximation, pp. 1157-1162. Skupin, Piotr Silesian Univ. of Tech Li, Zhuangzhi Univ. of Alberta Metzger, Mieczyslaw Silesian Univ. of Tech Li, Zukui Univ. of Alberta 13:50-14:10 WeA1.2 WeM4 Black Tusk Process Applications (Regular Session) Chair: Prandini, Maria Pol. di Milano 34 Co-Chair: Alvarez, Jesus Multi-Product Multi-Stage Production Planning with Lead Time on a Rolling Horizon Basis, pp. 1163-1168. Lu, Shan Zhejiang Univ Su, Hongye Zhejiang Univ Wang, Yue Zhejiang Univ Xie, Lei Zhejiang Univ Zhang, Quanling Zhejiang Univ 14:10-14:30 WeA1.3 Optimization Using ANN Surrogates with Optimal Topology and Sample Size, pp. 1169-1174. Soumitri M, Srinivas IIT Hyderabad Majumdar, Saptarshi Mitra, Kishalay Trddc IIT Hyderabad 14:30-14:50 WeA1.4 Controller Verification and Parametrization Subject to Quantitative and Qualitative Requirements, pp. 1175-1180. Andonov, Petar Otto-Von-Guericke Univ. Magdeburg Savchenko, Anton Otto-Von-Guericke Univ. Magdeburg Rumschinski, Philipp Otto-Von-Guericke Univ. Magdeburg Streif, Stefan Findeisen, Rolf Ilmenau Univ. of Tech Otto-Von-Guericke Univ. Magdeburg 14:50-15:10 14:30-14:50 Mazaeda, Rogelio Univ. of Valladolid Podar Cristea, Smaranda Univ. of Valladolid de Prada, Cesar Univ. of Valladolid 14:50-15:10 Suthar, Bharatkumar Barros, Péricles R. Univ. Federal De Campina Grande 15:10-15:30 WeA1.6 Stability Margin Interpretation of the SIMC Tuning Rule for PI Controllers and Its Applications, pp. 1187-1192. Massachusetts Inst. of Tech Subramanian, Venkat Univ. of Washington, Seattle Sonawane, Dayaram Nimba Univ. of Washington, Seattle 15:10-15:30 Kyungpook National Univ Sung, Su Whan Kyungpook National Univ Edgar, Thomas F. Univ. of Texas at Austin Spearhead Modeling, Control and Optimization of Energy Generating Systems (Invited Session) WeA2 Chair: Budman, Hector M. Univ. of Waterloo Co-Chair: de Prada, Cesar Univ. of Valladolid 13:30-13:50 WeA2.1 Optimal Operation of an Energy Integrated Batch Reactor - Feed Effluent Heat Exchanger System (I), pp. 1193-1198. Jogwar, Sujit Daoutidis, Prodromos Inst. of Chemical Tech Univ. of Minnesota 13:50-14:10 WeA2.2 Radio Frequency Heating for Oil Recovery and Soil Remediation (I), pp. 1199-1204. Bientinesi, Matteo Consorzio Pol. Tecnologico Magona Scali, Claudio Univ. of Pisa Petarca, Luigi Consorzio Pol. Tecnologico Magona 14:10-14:30 WeA2.3 Optimization of the Cyclic Operation of a Continuous Biobutanol Fermentation Process Integrated with Ex-Situ Adsorption Recovery (I), pp. 1205-1210. Kim, Boeun Eom, Moon-Ho Kaist GS Caltex Zamar, David Sebastian Univ. of British Columbia Gopaluni, Bhushan Univ. of British Columbia Sokhansanj, Shahab Univ. of British Columbia Newlands, Nathaniel Science and Tech. Branch, Agriculture and Agri-Food Canada Wedgemount Modeling and Optimization of Biological Systems (Regular Session) WeA3 Chair: Yue, Hong Co-Chair: Chachuat, Benoit Univ. of Strathclyde Imperial Coll. London WeA3.1 A Two-Level Approach for Fusing Early Signaling Events and Long Term Cellular Responses, pp. 1229-1234. Rudolph, Nadine Otto-Von-Guericke-Univ. Magdeburg Meyer, Tina Otto-Von-Guericke-Univ. Magdeburg Franzen, Kristina Otto-Von-Guericke-Univ. Magdeburg Garbers, Christoph Schaper, Fred Univ. of Kiel Otto-Von-Guericke-Univ. Magdeburg Streif, Stefan Ilmenau Univ. of Tech Dittrich, Anna Otto-Von-Guericke-Univ. Magdeburg Findeisen, Rolf Otto-Von-Guericke-Univ. Magdeburg 13:50-14:10 WeA3.2 Plant-Wide Optimization of a Full-Scale Activated Sludge Plant with Anaerobic Sludge Treatment, pp. 1235-1240. Puchongkawarin, Channarong Imperial Coll. London Fitzgerald, Shona Sydney Water Chachuat, Benoit Imperial Coll. London 14:10-14:30 WeA3.3 Agent-Based Modeling of Vascularization in Gradient Tissue Engineering Constructs, pp. 1241-1246. Bayrak, Elif Seyma Illinois Inst. of Tech Akar, Banu Illinois Inst. of Tech Xiao, Nan Illinois Inst. of Tech Mehdizadeh, Hamidreza Illinois Inst. of Tech Jang, Hong Kaist Somo, Sami Illinois Inst. of Tech Lee, Jay H. Kaist Brey, Eric Illinois Inst. of Tech 35 WeA2.6 Robust Optimization of Competing Biomass Supply Chains under Feedstock Uncertainty (I), pp. 1223-1228. 13:30-13:50 Lee, Jietae Washington Univ. in Saint Louis Braatz, Richard D. Iterative Procedure for Tuning Decentralized PID Controllers, pp. 1181-1186. Univ. Federal De Campina Grande WeA2.5 Optimal Low Temperature Charging of Lithium-Ion Batteries (I), pp. 1217-1222. WeA1.5 Euzébio, Thiago A. M. WeA2.4 Plant-Wide Hierarchical Optimal Control of a Crystallization Process (I), pp. 1211-1216. Cinar, Ali Illinois Inst. of Tech 14:30-14:50 WeA3.4 Nonlinear Model Predictive Control of a Wastewater Treatment Process Fitted with a Submerged Membrane Bioreactor, pp. 1247-1252. Araujo Pimentel, Guilherme Vande Wouwer, Alain Inra Univ. De Mons 14:50-15:10 WeA3.5 Computational Modeling of Fed-Batch Cell Culture Bioreactor: Hybrid Agent-Based Approach, pp. 1253-1258. Bayrak, Elif Seyma Univ. of Southern California Qin, S. Joe Univ. of Southern California 15:10-15:30 Undey, Cenk Amgen Inc WeA3.6 Optimal Experimental Design for an Enzymatic Biodiesel Production System, pp. 1259-1264. Zhang, Zhengdao Jiangnan Univ Peng, Bican Jiangnan Univ Xie, Linbo Jiangnan Univ Peng, Li Jiangnan Univ WeKA1 Chair: Grover, Martha Co-Chair: Bonvin, Dominique 15:50-16:20 Yue, Hong Univ. of Strathclyde Messori, Mirko Halling, Peter Univ. of Strathclyde Cobelli, Claudio Magni, Lalo EPFL WeKA1.1 Univ. of Pavia Univ. of Padova Univ. of Pavia Black Tusk WeA4 WeKA2 Fault Detection and Identification (Regular Session) KU Leuven Univ. of Southern California WeA4.1 Robust Leakage Detection and Interval Estimation of Location in Water Distribution Network, pp. 1265-1270. Spearhead Keynote 12 (Keynote Session) Chair: Guay, Martin Co-Chair: Pannocchia, Gabriele 15:50-16:20 Queen's Univ. Univ. of Pisa WeKA2.1 Design of a Smart Adaptive Control System, pp. 1310-1315. Kim, Yeonsoo Seoul National Univ Lee, Shin Je Seoul National Univ Kinoshita, Takuya Hiroshima Univ Park, Taekyoon Seoul National Univ Yamamoto, Toru Hiroshima Univ Lee, Gibaek Suh, Jung Chul Lee, Jong Min 13:50-14:10 Korea National Univ. of Transportation Samchully Seoul National Univ WeA4.2 Stochastic Fault Diagnosis Using a Generalized Polynomial Chaos Model and Maximum Likelihood, pp. 1271-1276. Du, Yuncheng Univ. of Waterloo Duever, Thomas Budman, Hector M. 14:10-14:30 Ryerson Univ Univ. of Waterloo WeA4.3 Fault Diagnosis Using Concurrent Projection to Latent Structures, pp. 1277-1282. Pan, Johnny Univ. of Southern California Dong, Yining Univ. of Southern California Qin, S. Joe Univ. of Southern California 14:30-14:50 WeA4.4 Fault Identification in Batch Processes Using Process Data or Contribution Plots: A Comparative Study, pp. 1283-1288. Wuyts, Sam KU Leuven Gins, Geert KU Leuven Van den Kerkhof, Pieter KU Leuven Van Impe, Jan F.M. KU Leuven 14:50-15:10 WeA4.5 Dynamic Time Warping Based Causality Analysis for RootCause Diagnosis of Nonstationary Fault Processes, pp. 1289-1294. 36 Georgia Inst. of Tech. Artificial Pancreas: From In-Silico to In-Vivo, pp. 1301-1309. Univ. of Strathclyde 13:30-13:50 Rainbow Keynote 11 (Keynote Session) Yu, Hui Co-Chair: Qin, S. Joe WeA4.6 Process Monitoring Based on Recursive Probabilistic PCA for Multi-Mode Process, pp. 1295-1300. Amgen Inc Illinois Inst. of Tech 15:10-15:30 Chair: Van Impe, Jan F.M. Northeastern Univ Illinois Inst. of Tech Wang, Tony Cinar, Ali Univ. of Southern California Yuan, Tao Chai, Tianyou Univ. De Mons Rapaport, Alain Li, Gang Author Index A Abedini, Hossein .......................................................MoP2.2 Acioli Junior, George .................................................MoP2.15 Adamson, Richard.....................................................MoP2.9 Afzal, Muhammad Shahzad ......................................TuM4.1 Ahmad, Hassan.........................................................TuP2.20 Ahmed, Salim ............................................................TuM4.5 ..................................................................................TuP2.28 Akar, Banu ................................................................WeA3.3 Al Kalbani, Fahad ......................................................MoP2.17 Al-Naumani, Yahya Hamood ....................................MoP2.4 Allgower, Frank .........................................................MoM1 ..................................................................................MoM1.5 ..................................................................................MoKA1 Alvarez, Jesus ...........................................................WeM2.6 ..................................................................................WeM4 ..................................................................................WeM4.4 Amribt, Zakaria ..........................................................WeM3.5 Amrit, Rishi ................................................................MoPLP.1 Anderson, Timothy L. ................................................MoM1.2 Andonov, Petar .........................................................WeA1.4 Araujo Pimentel, Guilherme ......................................WeM3.1 ..................................................................................WeA3.4 Arifin, B. M. Sirajeel...................................................MoM2.4 Armaou, Antonios......................................................TuA1.2 Arrieta, Orlando .........................................................MoP2.10 Azari Dorcheh, Kamran .............................................WeM4.3 B Babaei Pourkargar, Davood ......................................TuA1.2 Bacci di Capaci, Riccardo .........................................TuM3.5 Backstrom, Johan .....................................................MoM4.2 ..................................................................................MoRT1.1 ..................................................................................WeM1.3 Badillo-Corona, Agustín ............................................TuP2.1 Bahakim, Sami Saeed ..............................................TuP2.20 Bajcinca, Naim ..........................................................MoA3 ..................................................................................MoA3.2 Bandi, Apeksha .........................................................MoP2.8 Bao, Jie .....................................................................MoP2.30 Bao, Jie .....................................................................TuA1 ..................................................................................TuA1.3 ..................................................................................TuA1.6 Baratti, Roberto .........................................................WeM2.6 ..................................................................................WeM4.4 Barazandegan, Melissa.............................................MoP2.2 Barros, Péricles R. ....................................................MoA3.4 ..................................................................................MoP2.15 ..................................................................................WeA1.5 Barroso, Henrique C. ................................................MoP2.15 Barton, Paul ..............................................................MoA2.2 Bartusiak, Donald ......................................................MoPLP ..................................................................................MoA2 ..................................................................................MoRT1.1 Bathelt, Andreas........................................................MoP2.1 Bäthge, Tobias ..........................................................MoM1.6 Bavdekar, Vinay ........................................................MoP2.27 Bayer, Florian ............................................................MoM1.5 Bayrak, Elif Seyma ....................................................WeA3.3 ..................................................................................WeA3.5 Benavides, Micaela ...................................................WeM3.1 Bennett, Ryan ...........................................................MoM4.3 Bharmal, Hussain ......................................................MoP2.27 Bhartiya, Sharad .......................................................MoP2.29 Bhaumik, Suvomoy ...................................................TuM4.3 Biegler, Lorenz T. ......................................................MoA1.1 ..................................................................................WeM1 ..................................................................................WeM1.4 Bientinesi, Matteo......................................................WeA2.2 Billeter, Julien ............................................................MoA3.6 Bogaerts, Philippe .....................................................WeM3.5 Bonvin, Dominique ....................................................MoA1.3 315 391 355 642 895 664 943 1241 403 325 C 44 CC 1076 CC 1139 1109 1 26 1175 1082 1247 76 682 361 1133 682 630 135 * 1022 784 895 CC 240 349 483 CC 688 705 1076 1139 315 254 391 1181 391 205 C CC * 309 50 463 44 1241 1253 1082 141 463 477 654 164 C 1028 1199 266 1109 176 37 ..................................................................................MoA3.6 ..................................................................................MoRT1.1 ..................................................................................TuKM2.1 ..................................................................................WeKA1 Botelho, Viviane Rodrigues ......................................TuA3.2 Braatz, Richard D. ....................................................WeA2.5 Brandt, Gustavo .......................................................TuM4.1 Brasio, Ana S R ........................................................MoP2.20 Brey, Eric ..................................................................WeA3.3 Bruwer, Mark-John ...................................................TuKM1.1 Budman, Hector M. ..................................................MoA2 ..................................................................................TuP2.26 ..................................................................................WeA2 ..................................................................................WeA4.2 Bullinger, Eric ...........................................................TuP2.30 C Cai, Yijun ..................................................................MoA1.5 Cang, Wentao ..........................................................TuP2.8 Canney, William .......................................................MoPLP.1 Cao, Yi ......................................................................TuM3.1 Cao, Yuping ..............................................................TuM3.2 Cao, Zhixing .............................................................MoKA2.1 Cardin, Marlene ........................................................TuKM1.1 Carrasco, Juan C. ....................................................TuA2.4 Carrette, Pierre .........................................................MoPLP.1 Castillo, Ivan .............................................................MoP2.21 Cech, Martin .............................................................TuP2.14 ..................................................................................TuP2.15 Chachuat, Benoit ......................................................MoM3.1 ..................................................................................WePLP.1 ..................................................................................WeA3 ..................................................................................WeA3.2 Chai, Tianyou ...........................................................TuP2.17 ..................................................................................WeM4.5 ..................................................................................WeA4.5 Chairez, Isaac ..........................................................TuP2.1 Chen, Chun-Yu .........................................................TuM3.3 Chen, Fengwei .........................................................TuP2.19 Chen, Hong ..............................................................MoP2.11 ..................................................................................TuKM2 Chen, Kuilin ..............................................................MoP2.21 Chen, Lei ..................................................................TuP2.10 Chen, Tongwen ........................................................MoP2.25 ..................................................................................TuM4 ..................................................................................TuM4.1 ..................................................................................TuM4.2 ..................................................................................TuM4.4 ..................................................................................WeM1.3 Chen, Ye ..................................................................MoA2.6 Chen, Zhigang ..........................................................MoP2.11 Cheng, Jinxu ............................................................MoA4.4 Cheng, Wen .............................................................TuM2.6 ..................................................................................TuA2.6 Chiang, Leo ..............................................................MoP2.21 Chmelyk, Terrance ...................................................MoRT1.1 ..................................................................................TuA3.1 Choi, Gobong ...........................................................MoP2.13 Choudhury, M.A.A. Shoukat .....................................TuM3.6 Christofides, Panagiotis D. .......................................MoM1.2 ..................................................................................MoA4.2 ..................................................................................TuP2.23 Cinar, Ali ...................................................................WeA3.3 ..................................................................................WeA3.5 Clermont, Gilles ........................................................WeKM2. 1 Cobelli, Claudio ........................................................WeKA1.1 Cong, Ya ..................................................................TuA3.5 Cott, Barry ................................................................MoPLP.1 ..................................................................................MoRT1.1 Couenne, Francoise .................................................WeM2 ..................................................................................WeM2.1 Coutinho, Daniel .......................................................WeM3.1 Crose, Marquis .........................................................MoA4.2 D Dai, Lizhen ...............................................................MoA3.3 266 * 526 CC 754 1217 642 421 1241 521 C 931 C 1271 955 188 828 1 606 612 514 521 729 1 427 860 866 94 982 CC 1235 878 1145 1289 784 618 889 367 CC 427 838 451 CC 642 648 658 1022 229 367 291 599 741 427 * 747 379 636 26 278 913 1241 1253 1003 1301 772 1 * CC 1046 1082 278 248 Daoutidis, Prodromos................................................TuM2 ..................................................................................TuM2.4 ..................................................................................WeA2.1 Dasani, Sridhar .........................................................MoP2.25 De La Fuente, Maria Jesus .......................................TuM3.4 de Oliveira, Vinicius...................................................TuA1.5 de Prada, Cesar ........................................................MoA2.5 ..................................................................................TuM3 ..................................................................................TuM3.4 ..................................................................................WeA2 ..................................................................................WeA2.4 Deng, Xiaogang ........................................................TuM3.2 Deschênes, Jean-Sébastien .....................................WeM3.3 Dewasme, Laurent ....................................................MoM4.1 ..................................................................................WeM3.1 ..................................................................................WeM3.5 Ding, Feng.................................................................MoP2.26 ..................................................................................TuP2.12 ..................................................................................TuP2.13 Ding, Qiang ...............................................................TuM2.6 ..................................................................................TuA2.6 Ding, Yongsheng.......................................................TuP2.10 Dittmar, Rainer ..........................................................MoP2.18 Dittrich, Anna.............................................................WeA3.1 Dochain, Denis ..........................................................MoKM2 ..................................................................................TuP2.7 ..................................................................................WeM2 ..................................................................................WeM2.2 ..................................................................................WeM2.3 ..................................................................................WeM2.4 ..................................................................................WeM2.5 Domlan, Elom Ayih....................................................MoA2.1 Dong, Shijian .............................................................TuP2.19 Dong, Yining..............................................................MoM3.5 ..................................................................................WeA4.3 Doraj, Vimal...............................................................TuM4.3 Dougherty, Sean .......................................................TuA1.4 Du, Wenli...................................................................MoP2.12 ..................................................................................TuM3.6 Du, Yuncheng ...........................................................WeA4.2 Dubljevic, Stevan ......................................................MoM4 ..................................................................................MoM4.5 Duchesne, Carl .........................................................WeM4.3 Duever, Thomas........................................................WeA4.2 Dufour, Pascal...........................................................TuM2.1 Dughman, Shukri ......................................................TuP2.6 Dumont, Guy .............................................................MoM4.2 Dumur, Didier ............................................................WeM3.2 Duraiski, Ricardo .......................................................TuA3.2 E Edgar, Thomas F. .....................................................WeA1.6 Eisenschmidt, Holger ...............................................MoA3.2 El-Farra, Nael H. .......................................................MoP2 ..................................................................................MoP2.14 ..................................................................................TuM2 ..................................................................................TuM2.5 ..................................................................................TuP2.16 Ellis, Matthew ............................................................MoM1.2 Engell, Sebastian ......................................................MoM1.4 ..................................................................................MoA1.4 ..................................................................................TuM1.5 ..................................................................................WeM1.2 Eom, Moon-Ho ..........................................................WeA2.3 Esmaili, Ali.................................................................MoA2.6 Espejo, Aris ...............................................................MoM2.2 ..................................................................................MoA2.3 ..................................................................................MoRT1.1 Espinoza, Bolaños, Mauricio .....................................MoP2.10 Euzébio, Thiago A. M. ...............................................WeA1.5 F Falsone, Alessandro .................................................WeM4.6 Farenzena, Marcelo ..................................................TuA3.2 Faulwasser, Timm .....................................................MoA1 ..................................................................................MoA1.3 ..................................................................................TuKM2.1 CC 587 1193 451 624 699 223 C 624 CC 1211 612 1094 129 1082 1109 457 850 854 599 741 838 409 1229 CC 820 C 1052 1058 1066 1071 199 889 117 1277 654 694 373 636 1271 C 153 1133 1271 569 814 135 1088 754 1187 240 CC 385 C 593 872 26 38 182 557 1016 1205 229 63 211 * 361 1181 1151 754 C 176 526 38 Feng, Enbo ...............................................................MoA2.1 Fernandes, Natercia C.P. .........................................MoP2.20 Fernandes, Sofia ......................................................WeM3.5 Findeisen, Rolf .........................................................MoM1.6 ..................................................................................TuP2.30 ..................................................................................TuKA2 ..................................................................................WePLP ..................................................................................WeKM1 ..................................................................................WeM1.1 ..................................................................................WeA1.4 ..................................................................................WeA3.1 Fitzgerald, Shona .....................................................WeA3.2 Forbes, J. Fraser ......................................................MoP2.7 Forbes, Michael Gregory ..........................................MoM4.2 ..................................................................................TuM1.1 ..................................................................................WeM1.3 Fosbøl, Philip Loldrup ...............................................TuM2.3 Foss, Bjarne .............................................................MoA2.4 ..................................................................................TuM1.3 ..................................................................................WeM1.5 Franzen, Kristina ......................................................WeA3.1 Fu, Jun .....................................................................TuP2.17 Fujiwara, Koichi ........................................................MoM3.6 Funnell, Jay ..............................................................MoP2.25 G Gani, Rafiqul .............................................................WeM4.1 Gao, Furong .............................................................MoM3.4 ..................................................................................MoA4 ..................................................................................MoA4.1 ..................................................................................MoKA2.1 ..................................................................................TuP2.5 Gao, Weihua ............................................................MoA1.4 Gao, Xinqing .............................................................MoA3.1 Garbers, Christoph ...................................................WeA3.1 Garcia-Sandoval, Juan Paulo ...................................TuP2.7 ..................................................................................WeM2.3 ..................................................................................WeM2.4 Gaspar, Erik .............................................................TuP2.20 Gaspar, Jozsef .........................................................TuM2.3 Gates, Ian .................................................................MoM2.6 ..................................................................................TuM1 ..................................................................................TuM1.2 Ge, Zhiqiang .............................................................TuA3.5 Geng, Zhiqiang .........................................................TuP2.4 Ghosh, Kaushik ........................................................TuA3.4 Gins, Geert ...............................................................WeA4.4 Givry, Sebastien .......................................................WeM3.2 Gomez Sayalero, Elena ...........................................TuM3.4 Gonzalez, Karen Vanessa ........................................WeM3.2 Gonzalez-Alvarez, Victor ..........................................TuP2.7 Gopaluni, Bhushan ...................................................MoM4.2 ..................................................................................TuM1.1 ..................................................................................TuA3 ..................................................................................TuA3.1 ..................................................................................TuP2.31 ..................................................................................WePLP ..................................................................................WeA2.6 Grelet, Vincent ..........................................................TuM2.1 Griffith, Devin ............................................................WeM1.4 Grote, Wolfgang .......................................................TuA2.1 Grover, Martha .........................................................MoA4.5 ..................................................................................WeKA1 Guay, Martin .............................................................MoM4.3 ..................................................................................MoRT1 ..................................................................................TuPLP ..................................................................................TuA1 ..................................................................................TuA1.1 ..................................................................................TuA1.4 ..................................................................................WeM2.5 ..................................................................................WeKA2 Gudi, Ravindra .........................................................MoP2.8 ..................................................................................TuP2 ..................................................................................TuP2.11 ..................................................................................WeKM2 Guo, Fan ..................................................................TuP2.10 199 421 1109 50 955 C C CC 1009 1175 1229 1235 343 135 532 1022 581 217 546 1034 1229 878 123 451 1121 112 C 272 514 808 182 234 1229 820 1058 1066 895 581 88 CC 540 772 802 766 1283 1088 624 1088 820 135 532 C 747 961 CC 1223 569 1028 711 297 C 141 C C C 676 694 1071 C 349 C 844 C 838 Gupta, Anish .............................................................TuP2.11 Gutierrez, Gloria ........................................................TuM3.4 H Halling, Peter.............................................................WeA3.6 Hamadah, Hamza .....................................................TuM1.1 Hamroun, Boussad ...................................................WeM2.1 Hanssen, Kristian Gaustad .......................................MoA2.4 Hao, Kuangrong ........................................................TuP2.10 Hariprasad, K ............................................................MoP2.29 Hasan, Agus..............................................................MoM2.5 Hashemi, Reza..........................................................TuM1.5 Hazama, Koji .............................................................MoM3.6 He, Ning ....................................................................WeM1.3 Heirung, Tor Aksel N. ................................................TuM1.3 ..................................................................................WeM1.5 Heo, Jae Pil ...............................................................TuM2.2 Heo, Seongmin .........................................................TuM2.4 Ho, Megan.................................................................MoP2.27 Hoang, Ngoc Ha........................................................WeM2.2 ..................................................................................WeM2.4 Hobbs, Martin ............................................................MoP2.9 Hofmann , Steffen .....................................................MoA3.2 Houska, Boris ............................................................MoM3.1 ..................................................................................WePLP.1 Hu, Wenkai................................................................TuM4.1 ..................................................................................TuM4.2 Hu, Yunfeng ..............................................................MoP2.11 Huang, Biao ..............................................................MoPLP ..................................................................................MoM2.2 ..................................................................................MoM4.5 ..................................................................................MoM4.6 ..................................................................................MoA2.3 ..................................................................................MoP2.7 Huang, Dexian ..........................................................MoA3.1 ..................................................................................TuM4.6 Huang, Linzhe ...........................................................TuM3.2 Huang, Min ................................................................TuP2.25 Hudon, Nicolas ..........................................................MoM4.3 ..................................................................................WeM2.3 ..................................................................................WeM2.4 ..................................................................................WeM2.5 Huusom, Jakob Kjøbsted ..........................................WeM4.1 I Ikejiri, Masataka ........................................................WeM1.6 Imtiaz, Syed ..............................................................TuM4.5 Ioli, Daniele ...............................................................WeM4.6 J Jacobsen, Elling W....................................................MoA1.2 Jahanshahi, Esmaeil .................................................MoP2.28 Jamaludin, Mohammad Zamry..................................TuP2.22 Jampana, Phanindra .................................................TuA2.5 Janardhanan, Vinod M. .............................................TuA2.5 Jang, Hong ................................................................WeA2.3 Jäschke, Johannes ...................................................TuA1.5 Jelali, Mohieddine .....................................................MoP2.1 Jia, Yao .....................................................................WeM4.5 Jiang, Aipeng ............................................................TuM2.6 ..................................................................................TuA2.6 Jiangzhou, Shu .........................................................TuM2.6 Jin, Ying ....................................................................TuP2.17 Jogwar, Sujit..............................................................WeA2.1 Johansen, Tor Arne...................................................MoM2.3 Jones, Colin N. ..........................................................MoKM1. 1 Jørgensen, John B. ...................................................MoKA1.1 ..................................................................................TuM2.3 ..................................................................................TuP2 Jost, Michael .............................................................TuA2.1 Jung, Tae Yeong .......................................................MoA1.1 K Kaasa, Glenn-Ole......................................................MoM2.3 Kadali, Ramesh .........................................................MoA2.1 ..................................................................................TuA2.2 Kalamatianos, Dimitrios ............................................TuP2.30 844 624 1259 532 1046 217 838 477 82 557 123 1022 546 1034 575 587 463 1052 1066 355 240 94 982 642 648 367 CC 63 153 158 211 343 234 670 612 925 141 1058 1066 1071 1121 1040 664 1151 170 469 907 735 735 1205 699 309 1145 599 741 599 878 1193 69 6 507 581 CC 711 164 69 199 717 955 39 Kano, Manabu ..........................................................MoM3.6 ..................................................................................MoA4.6 ..................................................................................MoKA2 ..................................................................................TuKA1 Karimi, Hadiseh ........................................................MoM4.4 Kawajiri, Yoshiaki .....................................................MoA4.5 Khan, Faisal I ...........................................................TuM4.5 Khatir, Ali Ahmadi .....................................................MoKM1. 1 Kim, Boeun ...............................................................WeA2.3 Kim, Dong Hyun .......................................................TuM2.2 Kim, Jong Woo .........................................................MoP2.13 Kim, Sin ....................................................................TuM2.2 Kim, Yeonsoo ...........................................................WeA4.1 King, Jared ...............................................................MoA4.5 King, Rudibert ...........................................................MoA4.3 ..................................................................................WeM3 ..................................................................................WeM3.4 Kinoshita, Takuya .....................................................WeKA2.1 Knab, Timothy ..........................................................WeKM2. 1 Koegel, Markus J. .....................................................WeM1.1 Koswara, Andy .........................................................MoA1.6 Krewer, Ulrike ...........................................................MoKM1 ..................................................................................TuA2.3 Kubal, Nandkishor ....................................................TuA3.4 Kulkarni, Kedar .........................................................MoP2.16 Kumar, Divya ............................................................MoA2.6 ..................................................................................TuP2.26 Kumar, Kunal ............................................................TuM1.3 Kwon, Joseph ...........................................................MoA4 ..................................................................................MoA4.2 ..................................................................................TuP2.23 L Lai, Shiqi ...................................................................TuM4.4 Lau, Eric ...................................................................TuM4.1 Lauzon-Gauthier, Julien ...........................................WeM4.3 Le Gorrec, Yann .......................................................WeM2.1 Lee, Gibaek ..............................................................WeA4.1 Lee, Hyun Chan .......................................................TuM2.2 Lee, Jay H. ...............................................................MoKM1 ..................................................................................MoA1 ..................................................................................MoA1.1 ..................................................................................MoRT1.1 ..................................................................................WeA2.3 Lee, Jietae ................................................................TuM2.2 ..................................................................................WeA1.6 Lee, Jong Min ...........................................................MoP2.13 ..................................................................................WeA4.1 Lee, Shin Je .............................................................WeA4.1 Leithead, William ......................................................MoP2.30 Lemort, Vincent ........................................................TuM2.1 Li, Chen ....................................................................TuM3.6 Li, Dan ......................................................................MoP2.6 Li, Gang ....................................................................WeA4.5 Li, Haoran .................................................................TuP2.2 Li, Huayu ..................................................................MoA4.5 Li, Lijuan ...................................................................TuA3.3 Li, Long .....................................................................MoA1.5 Li, Shaoyuan ............................................................TuP2.9 Li, Xiang ...................................................................MoP2.6 Li, Zhengming ...........................................................TuP2.2 Li, Zhuangzhi ............................................................WeA1.1 Li, Zukui ....................................................................MoKM2 ..................................................................................MoM2 ..................................................................................MoM2.1 ..................................................................................MoM2.4 ..................................................................................WeA1 ..................................................................................WeA1.1 Liang, Yuan ..............................................................MoP2.23 Lima, Fernando V. ....................................................TuA2.4 Lima, Rafael .............................................................MoA3.4 Linn, Richard ............................................................MoPLP.1 Liu, Andong ..............................................................TuM1.4 Liu, Bing ...................................................................TuP2.5 123 303 C C 147 297 664 6 1205 575 379 575 1265 297 284 C 1101 1310 1003 1009 193 C 723 766 397 229 931 546 CC 278 913 658 642 1133 1046 1265 575 CC CC 164 * 1205 575 1187 379 1265 1265 483 569 636 337 1289 790 297 760 188 832 337 790 1157 C C 57 76 C 1157 439 729 254 1 552 808 Liu, Fei ......................................................................MoP2.33 Liu, Jinfeng ................................................................MoM1.1 ..................................................................................MoM4.6 ..................................................................................TuA1.6 Liu, Ranran................................................................TuP2.2 Liu, Su .......................................................................MoM1.1 Liu, Tao .....................................................................TuP2.19 Liu, Tianbo ................................................................MoP2.7 Liu, Yanjun ................................................................TuP2.13 Liu, Zheng .................................................................TuKM1.1 Loewen, Philip D. ......................................................MoM4.2 Lopes, Filipa ..............................................................WeM3.2 Lu, Jingyi ...................................................................MoKA2.1 Lu, Liang ...................................................................TuP2.29 Lu, Shan ....................................................................WeA1.2 Lu, Zhou ....................................................................TuP2.5 Luan, Xiaoli ...............................................................MoP2.33 Lucia, Sergio .............................................................MoM1 ..................................................................................MoM1.4 ..................................................................................WeM1 ..................................................................................WeM1.2 Luo, Linkai .................................................................MoM3.4 Lymperopoulos, Ioannis ............................................MoKM1. 1 Lyu, Wenxiang ..........................................................MoA3.1 M Ma, Ruicheng ............................................................TuP2.17 MacGowan, John ......................................................MoM2.2 ..................................................................................TuM4.3 Macgregor, John F. ...................................................TuKM1.1 Magni, Lalo................................................................WeKA1.1 Mahajani, Sanjay.......................................................MoP2.31 Maiworm, Michael .....................................................MoM1.6 Majumdar, Saptarshi .................................................WeA1.3 Mansouri, Seyed Soheil ............................................WeM4.1 Marshman, Devin James ..........................................TuA3.1 Martinez, Alex ...........................................................MoPLP.1 Mazaeda, Rogelio .....................................................WeA2.4 McAuley, K.B.............................................................MoM4.4 ..................................................................................MoA3 ..................................................................................WeKM2 McClure, Ken ............................................................TuP2.31 McLellan, P. James ...................................................TuA1.4 Mehdizadeh, Hamidreza ...........................................WeA3.3 Mehta, Siddharth .......................................................TuP2.20 Mendez, Patricio .......................................................MoP2.27 Mesbah, Ali ...............................................................MoM3 ..................................................................................MoM3.2 ..................................................................................TuKA2 Messori, Mirko ...........................................................WeKA1.1 Metzger, Mieczyslaw .................................................WeM3.6 Meyer, Tina ...............................................................WeA3.1 Mhaskar, Prashant ....................................................TuKA1 Miao, Yu ....................................................................MoM2.2 ..................................................................................MoA2.3 Mier, Dominik ............................................................TuA2.1 Miletic, Ivan ...............................................................TuKM1.1 Mitra, Kishalay...........................................................MoP2.16 ..................................................................................WeA1.3 Mittal, Prateek ...........................................................MoP2.16 Miyano, Takuya .........................................................MoA4.6 Mizumoto, Ikuro.........................................................WeM1.6 Möllenbruck, Florian ..................................................TuA2.1 Monder, Dayadeep Singh .........................................TuA2 ..................................................................................TuA2.5 Monnigmann, Martin .................................................MoKA1 ..................................................................................TuKM2 ..................................................................................TuA2 ..................................................................................TuA2.1 Montague, Gary ........................................................MoP2.9 Moreno, Jaime A. ......................................................MoKM2. 1 ..................................................................................MoM4.1 Mukhtyar, Vishwa A. .................................................MoP2.8 Muller, Matthias A. ....................................................MoM1.5 501 20 158 705 790 20 889 343 854 521 135 1088 514 949 1163 808 501 CC 38 CC 1016 112 6 234 878 63 654 521 1301 489 50 1169 1121 747 1 1211 147 C CC 961 694 1241 895 463 C 100 CC 1301 1115 1229 CC 63 211 711 521 397 1169 397 303 1040 711 CC 735 C C C 711 355 14 129 349 44 40 N Na, Youngseung .......................................................TuA2.3 Nadri, Madiha ...........................................................TuM2.1 Nagy, Zoltan K. .........................................................MoA1.6 Najera, Isrrael ...........................................................WeM2.6 Nallasivam, Ulaganathan .........................................TuA3.4 Napasindayao, Trina ................................................TuP2.16 Navia, Daniel ............................................................MoA2.5 Nayhouse, Michael ...................................................MoA4.2 ..................................................................................TuP2.23 Neddermeyer, Flavia ................................................WeM3.4 Newlands, Nathaniel ................................................WeA2.6 Nghiem, Truong ........................................................MoKM1. 1 Ni, Dong ...................................................................MoA4.2 ..................................................................................TuP2.23 Nie, Yisu ...................................................................MoA1.1 Nikoofard, Amirhossein ............................................MoM2 ..................................................................................MoM2.3 P Padhiyar, Nitin ..........................................................MoP2.5 ..................................................................................TuP2.27 Palazoglu, Ahmet N. .................................................MoP2.14 ..................................................................................TuM2.5 Pan, Haitian ..............................................................MoA1.5 Pan, Johnny .............................................................WeA4.3 Pan, Tianhong ..........................................................TuP2.2 Pannocchia, Gabriele ...............................................TuM3 ..................................................................................TuM3.5 ..................................................................................WeKA2 Pareau, Dominique ...................................................WeM3.2 Park, Kiho .................................................................MoP2.3 Park, Taekyoon ........................................................WeA4.1 Parker, Robert S. ......................................................WeKM2. 1 Patel, Narendra ........................................................MoP2.5 ..................................................................................TuP2.27 Patwardhan, Rohit ....................................................TuM1.1 Patwardhan, Sachin C. .............................................MoP2.31 ..................................................................................TuM1 ..................................................................................TuM1.3 Paulen, Radoslav .....................................................WePLP.1 Peng, Bican ..............................................................WeA4.6 Peng, Di ....................................................................TuP2.4 Peng, Li ....................................................................WeA4.6 Perepu, Satheesh Kumar .........................................TuP2.3 Perić, Nikola .............................................................WePLP.1 Perrier, Michel ..........................................................MoKA2 Pessoa, Carolina de Marco ......................................TuP2.21 Petarca, Luigi ...........................................................WeA2.2 Petersen, Lars Norbert .............................................MoKA1.1 Petit, Nicolas ............................................................TuKA1.1 Phong Mai, T. ...........................................................WeM2.2 Podar Cristea, Smaranda .........................................WeA2.4 Polisetty, Venkata Goutham .....................................TuA2.5 Pollard, Robert W. ....................................................MoP2.25 Popli, Khushaal ........................................................MoM3.3 Porru, Marcella .........................................................WeM4.4 Prakash, Jagadeesan ...............................................MoP2.32 Prandini, Maria .........................................................WeM4 ..................................................................................WeM4.6 Prasad, Vinay ...........................................................MoM2.6 ..................................................................................MoM3 ..................................................................................MoM3.3 ..................................................................................MoP2.27 ..................................................................................WeKM1 Puchongkawarin, Channarong .................................WeA3.2 Purkayastha, Sagar Neel .........................................TuM1.2 Purohit, Jalesh ..........................................................MoP2.31 Q Qi, Fei .......................................................................TuA2.2 Qian, Feng ................................................................MoP2.12 ..................................................................................TuM3.6 Qin, S. Joe ................................................................MoM3.5 ..................................................................................TuPLP.1 723 569 193 1076 766 872 223 278 913 1101 1223 6 278 913 164 CC 69 331 937 385 593 188 1277 790 CC 630 CC 1088 321 1265 1003 331 937 532 489 C 546 982 1295 802 1295 796 982 CC 901 1199 507 967 1052 1211 735 451 106 1139 495 C 1151 88 CC 106 463 C 1235 540 489 717 373 636 117 520 ..................................................................................TuA3 ..................................................................................TuA3.3 ..................................................................................TuA3.6 ..................................................................................WeA4 ..................................................................................WeA4.3 ..................................................................................WeA4.5 Qin, Yan ....................................................................MoA4.1 Qureshi, Faran Ahmed ..............................................MoKM1. 1 R Rahim, Shahed .........................................................MoM2.1 Rajyaguru, Jai ...........................................................MoM3.1 ..................................................................................WePLP.1 Ranjan, Rajesh..........................................................MoP2.27 Ranzan, Cassiano .....................................................MoP2.19 ..................................................................................TuP2.21 Ranzan, Lucas ..........................................................MoP2.19 Rao, Christopher V....................................................WeKM1. 1 Rapaport, Alain .........................................................WeA3.4 Rashedi, Mohammad ................................................MoM4.6 Rasoulian, Shabnam .................................................WeM4.2 Rawlings, James B....................................................MoKA1.1 Readman, Mark C. ....................................................TuP2.30 Reiche, Thomas ........................................................TuM2.1 Reitinger, Jan ............................................................TuP2.15 Ren, Lihong ...............................................................TuP2.10 Ren, Mifeng ...............................................................TuP2.25 Ricardez-Sandoval, Luis Alberto ...............................TuP2.20 ..................................................................................WeM4.2 Richelle, Anne ...........................................................WeM3.5 Ricker, N. Lawrence ..................................................MoP2.1 Rippon, Lee ...............................................................MoM4.2 Rocha-Cózatl, Edmundo ...........................................MoM4.1 Rodrigues, Diogo ......................................................MoA3.6 Rodríguez-Blanco, Tania ..........................................MoA2.5 Roginski, Robert T. ...................................................MoA3.5 Rojas, Jose David .....................................................MoP2.10 Romanenko, Andrey .................................................MoP2.20 Rossiter, J. Anthony ..................................................MoP2.4 ..................................................................................TuP2.6 Rossner, Niko............................................................MoA4.3 ..................................................................................WeM3.4 Rousseau, Ronald W. ...............................................MoA4.5 Rudolph, Nadine .......................................................WeA3.1 Rumschinski, Philipp .................................................WeA1.4 S Sales Cruz, Mauricio .................................................WeM4.1 Samavedham, Lakshminarayanan ...........................TuP2.24 Sammaknejad, Nima .................................................MoA2.3 Samuel, Raphael T. ..................................................TuM3.1 Sanders, R. Sean ......................................................MoA2.3 Sarabia, Daniel..........................................................MoA2.5 ..................................................................................TuM3.4 Savchenko, Anton .....................................................WeA1.4 Sbarciog, Mihaela .....................................................MoM4.1 Scali, Claudio ............................................................MoP2 ..................................................................................TuKM1 ..................................................................................TuM3.5 ..................................................................................WeA2.2 Schaper, Fred ...........................................................WeA3.1 Schilling, Ricardo ......................................................TuM1.5 Schlegel, Milos ..........................................................TuP2.14 ..................................................................................TuP2.15 Schliemann-Bullinger, Monica ..................................TuP2.30 Schofield, Brad ..........................................................MoP2.28 Senthamaraikkannan, Gouthami ..............................MoM2.6 Sepúlveda-Gálvez, Alfonso .......................................TuP2.1 Shah, Sirish L. ...........................................................MoM2.4 ..................................................................................MoP2.25 ..................................................................................MoRT1 ..................................................................................TuPLP ..................................................................................TuKM1 ..................................................................................TuM4 ..................................................................................TuM4.1 CC 760 778 CC 1277 1289 272 6 57 94 982 463 415 901 415 997 1247 158 1127 507 955 569 866 838 925 895 1127 1109 309 135 129 266 223 260 361 421 325 814 284 1101 297 1229 1175 1121 919 211 606 211 223 624 1175 129 C C 630 1199 1229 557 860 866 955 469 88 784 76 451 CC CC CC C 642 41 Shahrokhi, Mohammad ............................................MoP2.2 Shang, Chao ............................................................MoA3.1 Shao, Zhijiang ..........................................................MoP2.23 Sharma, Girish .........................................................MoP2.29 Shen, Qianyan ..........................................................MoP2.26 Shi, Dawei ................................................................WeM1.3 Shi, Hongbo ..............................................................TuP2.18 Shukeir, Eliyya ..........................................................TuA2.2 Siam Sundar, Kapil Arasu ........................................MoP2.32 Silcock, Andy ............................................................MoP2.9 Singh, Abhay ............................................................MoPLP.1 Singh, Gurpreet ........................................................TuP2.24 Singhal, Martand ......................................................MoA1.3 Sivalingam, Selvanathan ..........................................MoP2.28 Skarda, Radek ..........................................................TuP2.14 Skogestad, Sigurd ....................................................TuA1.5 Skrovanek, Thomas .................................................MoPLP.1 Skupin, Piotr .............................................................WeM3.6 Sokhansanj, Shahab ................................................WeA2.6 Somo, Sami ..............................................................WeA3.3 Sonawane, Dayaram Nimba ....................................WeA2.5 Song, Zhi-Huan ........................................................TuA3.5 Soumitri M, Srinivas .................................................WeA1.3 Streif, Stefan .............................................................MoM3.2 ..................................................................................WeA1.4 ..................................................................................WeA3.1 Su, Hongye ...............................................................MoP2.22 ..................................................................................WeA1 ..................................................................................WeA1.2 Subramanian, Sankaranarayanan ............................MoM1.4 Subramanian, Venkat ...............................................WeA2.5 Suh, Jung Chul .........................................................MoP2.13 ..................................................................................WeA4.1 Sundmacher, Kai ......................................................MoA3.2 Sung, Su Whan ........................................................WeA1.6 Suthar, Bharatkumar ................................................WeA2.5 Swartz, Christopher L.E. ..........................................TuP2.22 T Takagi, Taro .............................................................WeM1.6 Talati, Anurag ...........................................................MoP2.27 Tan, Feiqi .................................................................MoP2.22 Tanabe, Shuichi .......................................................MoA4.6 Tangirala, Arun K. ....................................................TuP2.3 Tebbani, Sihem ........................................................WeM3.2 Tessier, Jayson ........................................................WeM4.3 Thorigné, Aurore ......................................................WeM3.2 Tian, Xuemin ............................................................MoM1.3 ..................................................................................TuM3.2 Tippett, Michael James ............................................TuA1.3 ..................................................................................TuA1.6 Tong, Chudong .........................................................MoP2.14 Trierweiler, Jorge Otávio ..........................................MoP2.19 ..................................................................................TuA3.2 ..................................................................................TuP2.21 Trierweiler, Luciane Ferreira ....................................MoP2.19 ..................................................................................TuP2.21 Trifkovic, Milana .......................................................TuM1.2 Trollberg, Olle ...........................................................MoA1.2 Tsai, Yiting ................................................................TuA3.1 U Uchimaru, Taku ........................................................MoM3.6 Undey, Cenk .............................................................WeA3.5 V Vafa, Ehsan ..............................................................MoP2.2 Valiquette, Jean ........................................................MoPLP.1 Valluru, Jayaram ......................................................MoP2.31 Van den Kerkhof, Pieter ...........................................WeA4.4 Van Impe, Jan F.M. ..................................................WeA4 ..................................................................................WeA4.4 Vande Wouwer, Alain ...............................................MoM4 ..................................................................................MoM4.1 ..................................................................................WeM3 ..................................................................................WeM3.1 ..................................................................................WeM3.3 ..................................................................................WeM3.5 315 234 439 477 457 1022 884 717 495 355 1 919 176 469 860 699 1 1115 1223 1241 1217 772 1169 100 1175 1229 433 CC 1163 38 1217 379 1265 240 1187 1217 907 1040 463 433 303 796 1088 1133 1088 32 612 688 705 385 415 754 901 415 901 540 170 747 123 1253 315 1 489 1283 C 1283 CC 129 CC 1082 1094 1109 ..................................................................................WeA3.4 Vandermeulen, Isaac ................................................TuA1.4 Vargas, Alejandro......................................................MoKM2. 1 Vignesh, S V .............................................................MoP2.29 Vilanova, Ramon .......................................................MoP2.10 Villanueva, Mario E. ..................................................MoM3.1 ..................................................................................WePLP.1 Vu, Ky........................................................................TuM1.6 W Wang, Fuli .................................................................TuA3.6 Wang, Hangzhou ......................................................TuM4.5 Wang, Hong ..............................................................TuP2.25 ..................................................................................WeM4.5 Wang, Jiadong ..........................................................WeM1.3 Wang, Jian ................................................................TuM2.6 Wang, Jiandong ........................................................TuM4.2 Wang, Mengling ........................................................MoP2.30 Wang, Mengling ........................................................TuP2.18 Wang, Ping................................................................MoM1.3 Wang, Ruigang .........................................................TuA1.3 Wang, Tingren...........................................................MoP2.22 Wang, Tony ...............................................................WeA3.5 Wang, Xiaonan..........................................................TuM2.5 Wang, Xuehai............................................................TuP2.13 Wang, Yanjiao ...........................................................TuP2.12 Wang, Yanqing..........................................................TuP2.4 Wang, Youqing..........................................................MoA4.4 Wang, Yue ................................................................WeA1.2 Wang, Zhiqiang .........................................................MoP2.33 Wei, Min ....................................................................MoP2.12 Wei, Shaolong ...........................................................MoA4.4 Wenzel, Simon ..........................................................MoA1.4 Wise, Barry M............................................................MoA3.5 Woodley, John M. .....................................................WeM4.1 Wu, Ouyang ..............................................................MoP2.7 Wuyts, Sam ...............................................................WeA4.4 X Xiao, Nan ..................................................................WeA3.3 Xie, Lei ......................................................................MoA1.5 ..................................................................................MoP2.22 ..................................................................................WeA1.2 Xie, Li ........................................................................TuP2.8 Xie, Linbo ..................................................................WeA4.6 Xing, Chang Xin ........................................................TuA2.6 Xing, Changxin ..........................................................TuM2.6 Xu, Fangwei ..............................................................MoM2.2 ..................................................................................MoA2.3 Xu, Ling .....................................................................TuP2.12 Xu, Xiaodong.............................................................MoM4.5 Xu, Yuan ...................................................................TuP2.4 Y Yamamoto, Toru .......................................................WeKA2.1 Yang, Chaohe ...........................................................MoM1.3 Yang, Dae Ryook ......................................................MoP2.3 Yang, Fan..................................................................MoA3.1 ..................................................................................TuM4.6 Yang, Gang ...............................................................MoA3.3 Yang, Hui ..................................................................MoA3.3 Yang, Huizhong.........................................................TuP2.8 Yang, Minglei ............................................................MoP2.12 Yang, Wen ................................................................TuP2.18 Yang, Yu ...................................................................MoA2.2 Yao, Ke .....................................................................TuP2.5 Yao, Yuan .................................................................TuM3.3 Ydstie, B. Erik............................................................WeM1.5 Yoshizaki, Ryosuke ...................................................MoA4.6 Yousefi, Mahdi ..........................................................MoM4.2 Yu, Hui ......................................................................WeA3.6 Yu, Jie .......................................................................MoP2.21 Yu, Li .........................................................................TuM1.4 Yuan, Tao..................................................................WeA4.5 Yuan, Zhihong ...........................................................MoM1.3 Yue, Hong .................................................................MoP2.30 1247 694 14 477 361 94 982 563 778 664 925 1145 1022 599 648 483 884 32 688 433 1253 593 854 850 802 291 1163 501 373 291 182 260 1121 343 1283 1241 188 433 1163 828 1295 741 599 63 211 850 153 802 1310 32 321 234 670 248 248 828 373 884 205 808 618 1034 303 135 1259 427 552 1289 32 483 42 ..................................................................................WeA3 ..................................................................................WeA3.6 Z Zamar, David Sebastian ...........................................WeA2.6 Zang, Hao .................................................................TuM4.6 Zavala, Victor M. ......................................................TuKA2.1 Zenith, Federico .......................................................MoP2.24 ..................................................................................TuA2.3 Zhang, Jianhua .........................................................TuP2.25 Zhang, Jie .................................................................MoP2.17 Zhang, Jing ...............................................................MoM1.1 Zhang, Quanling .......................................................WeA1.2 Zhang, Rongchao .....................................................TuM1.4 Zhang, Wen-An ........................................................TuM1.4 Zhang, Zhengdao .....................................................WeA4.6 Zhao, Chunhui ..........................................................MoA4.1 Zhao, Jinghua ...........................................................MoP2.11 Zheng, Chaoxu .........................................................TuA1.6 Zheng, Yi ..................................................................MoM2.2 ..................................................................................TuP2.9 Zheng, Ying ..............................................................TuA3.6 Zhou, Dahan .............................................................TuA2.6 Zhou, Jack ................................................................MoPLP.1 Zhou, Mengfei ..........................................................MoA1.5 Zhou, Weijun ............................................................WeM2.1 Zhu, Qiang ................................................................MoP2.23 Zhu, Qunxiong ..........................................................TuP2.4 C 1259 1223 670 975 445 723 925 403 20 1163 552 552 1295 272 367 705 63 832 778 741 1 188 1046 439 802 TuP2.28, TuP2.30, WeA1.3, WeA1.4, WeA3.1, WeA3.3, WeA3.5, WeA3.6, WeA4.2, WeM1.5, WeM1.6, WeM2.3, WeM3.4, WeM4.1, WePLP.1 Keyword Index B Batch Process Modeling and Control O MoA3.2, MoA3.6, MoA4.1, MoA4.2, MoA4.3, MoA4.4, MoA4.5, MoA4.6, MoKA2.1, MoM3.3, MoP2.3, MoP2.5, MoP2.27, TuA2.6, TuKM1.1, TuP2.1, TuP2.8, TuP2.11, TuP2.19, TuP2.23, TuP2.26, TuP2.27, WeA2.1, WeA2.4, WeA2.5, WeA3.5, WeA4.4, WeM2.4, WeM2.5, WeM3.1, WeM3.4, WeM3.6, WeM4.2 Optimization and Scheduling E Energy Processes and Control MoA2.1, MoA2.2, MoA2.4, MoKM1.1, MoM1.1, MoM2.2, MoM3.1, MoP2.6, MoP2.9, MoP2.14, MoP2.16, MoP2.17, MoP2.24, MoP2.25, MoP2.30, MoP2.32, TuA2.3, TuA2.4, TuA2.5, TuKA1.1, TuM2.1, TuM2.2, TuM2.3, TuM2.4, TuM2.5, TuP2.5, TuP2.17, TuP2.29, WeA2.1, WeA2.2, WeA2.3, WeA2.4, WeA2.5, WeM2.1, WeM2.2, WeM2.3, WeM4.4, WeM4.6 M Model-based Control MoA1.1, MoA1.2, MoA1.4, MoA1.5, MoA1.6, MoA3.2, MoA4.3, MoA4.5, MoA4.6, MoKA1.1, MoKA2.1, MoKM1.1, MoM1.1, MoM1.2, MoM1.3, MoM1.4, MoM1.5, MoM1.6, MoM2.2, MoM4.3, MoM4.5, MoM4.6, MoP2.4, MoP2.5, MoP2.11, MoP2.13, MoP2.15, MoP2.26, MoP2.28, MoP2.29, MoP2.31, MoP2.32, MoP2.33, MoPLP.1, TuA1.1, TuA1.2, TuA1.3, TuA1.4, TuA1.5, TuA1.6, TuA2.1, TuA2.2, TuA2.6, TuA3.1, TuA3.2, TuKA2.1, TuKM2.1, TuM1.1, TuM1.2, TuM1.3, TuM1.4, TuM1.5, TuM1.6, TuM2.1, TuM2.3, TuM3.6, TuM4.5, TuP2.5, TuP2.6, TuP2.7, TuP2.8, TuP2.9, TuP2.12, TuP2.13, TuP2.15, TuP2.16, TuP2.17, TuP2.18, TuP2.23, TuP2.24, TuP2.25, TuP2.26, TuP2.29, WeA1.4, WeA1.5, WeA1.6, WeA2.5, WeA3.2, WeA3.4, WeKA1.1, WeKM2.1, WeM1.1, WeM1.2, WeM1.3, WeM1.4, WeM1.5, WeM1.6, WeM2.2, WeM2.4, WeM2.5, WeM2.6, WeM3.2, WeM3.4, WeM4.4, WeM4.5, WeM4.6, WePLP.1 Modeling and Identification MoA1.2, MoA1.6, MoA3.1, MoA3.3, MoA3.4, MoA3.5, MoA3.6, MoA4.4, MoKA1.1, MoM2.3, MoM2.5, MoM2.6, MoM3.1, MoM3.2, MoM3.4, MoM3.5, MoM3.6, MoM4.2, MoM4.3, MoM4.4, MoP2.1, MoP2.2, MoP2.3, MoP2.7, MoP2.8, MoP2.10, MoP2.12, MoP2.13, MoP2.15, MoP2.17, MoP2.19, MoP2.20, MoP2.21, MoP2.23, MoP2.26, MoP2.28, MoP2.29, TuA2.2, TuA2.3, TuA2.5, TuA3.1, TuM1.2, TuM1.3, TuM2.2, TuM2.6, TuM3.1, TuM3.5, TuM4.5, TuP2.1, TuP2.2, TuP2.3, TuP2.4, TuP2.6, TuP2.8, TuP2.10, TuP2.12, TuP2.13, TuP2.14, TuP2.15, TuP2.19, TuP2.20, TuP2.24, 43 MoA1.2, MoA1.3, MoA1.4, MoA1.5, MoA2.2, MoA2.3, MoA2.4, MoA2.5, MoA2.6, MoA3.2, MoA4.1, MoKM1.1, MoKM2.1, MoM1.1, MoM1.2, MoM1.6, MoM2.1, MoM3.1, MoM3.2, MoM3.3, MoM4.2, MoP2.5, MoP2.6, MoP2.8, MoP2.9, MoP2.12, MoP2.13, MoP2.14, MoP2.16, MoP2.22, MoP2.31, MoP2.32, TuA1.1, TuA1.4, TuA1.5, TuA2.6, TuKA2.1, TuKM2.1, TuM1.4, TuM1.5, TuM2.5, TuM2.6, TuM3.4, TuM4.3, TuP2.5, TuP2.6, TuP2.9, TuP2.11, TuP2.20, TuP2.21, TuP2.22, TuP2.25, TuP2.27, TuP2.29, TuP2.31, WeA1.1, WeA1.2, WeA1.3, WeA1.4, WeA2.1, WeA2.3, WeA2.4, WeA2.6, WeA3.1, WeA3.3, WeA3.4, WeA3.6, WeKA1.1, WeM1.1, WeM1.3, WeM1.4, WeM1.5, WeM3.3, WeM4.2, WeM4.6 P Process and Control Monitoring MoA1.6, MoA2.1, MoA2.3, MoA2.5, MoA3.5, MoA4.2, MoM2.5, MoM4.1, MoM4.3, MoM4.6, MoP2.15, MoP2.17, MoP2.19, MoP2.20, MoP2.21, MoP2.22, MoP2.24, MoP2.25, MoP2.28, MoPLP.1, TuA1.1, TuA1.4, TuA1.5, TuA2.3, TuA3.2, TuA3.3, TuA3.4, TuA3.5, TuA3.6, TuKA1.1, TuKM1.1, TuM1.1, TuM1.2, TuM1.3, TuM3.1, TuM3.2, TuM3.3, TuM3.4, TuM3.5, TuM3.6, TuM4.1, TuM4.2, TuM4.3, TuM4.4, TuM4.5, TuM4.6, TuP2.1, TuP2.7, TuP2.14, TuP2.16, TuP2.21, TuP2.23, TuP2.28, TuP2.31, TuPLP.1, WeA1.2, WeA1.6, WeA4.1, WeA4.2, WeA4.3, WeA4.5, WeA4.6, WeKA2.1, WeKM1.1, WeM1.2, WeM2.6, WeM3.1, WeM3.2, WeM3.3, WeM3.5, WeM4.1, WeM4.3, WeM4.5 Process Applications MoA1.1, MoA1.5, MoA2.1, MoA2.5, MoA3.4, MoA3.5, MoA3.6, MoA4.1, MoA4.2, MoA4.3, MoA4.6, MoKA1.1, MoKM2.1, MoM1.2, MoM1.3, MoM1.4, MoM1.6, MoM2.1, MoM2.2, MoM2.4, MoM2.5, MoM2.6, MoM3.2, MoM3.3, MoM3.6, MoM4.1, MoM4.2, MoM4.6, MoP2.3, MoP2.4, MoP2.7, MoP2.8, MoP2.10, MoP2.11, MoP2.12, MoP2.18, MoP2.19, MoP2.22, MoP2.24, MoP2.25, MoP2.27, MoP2.29, MoP2.31, MoPLP.1, MoRT1.1, TuA2.2, TuA2.4, TuA3.1, TuKA1.1, TuKM1.1, TuM1.1, TuM1.4, TuM1.5, TuM2.2, TuM2.3, TuM2.4, TuM2.6, TuM3.1, TuM3.5, TuM4.1, TuM4.2, TuM4.3, TuM4.6, TuP2.4, TuP2.15, TuP2.20, TuP2.21, TuP2.24, TuP2.31, WeA1.2, WeA1.3, WeA1.6, WeA2.2, WeA2.3, WeA3.2, WeA3.6, WeA4.1, WeA4.5, WeKM1.1, WeM1.2, WeM1.3, WeM2.4, WeM2.5, WeM3.2, WeM3.3, WeM3.6, WeM4.1, WeM4.2, WeM4.3, WeM4.4, WeM4.5 Interview with Plenary Speakers Interview with Dr. Barry Cott Q: What is your educational background and current occupation? Barry: I hold Bachelor’s, Master’s and Ph.D. degrees in chemical engineering, specializing primarily in the topic of process control. I currently work at Shell, and I have been doing so since I graduated from my Ph.D. program over 25 years ago. I am the general manager of the Process Automation, Control and Optimization software team, within an organization known as “Technical and Competitive IT” (TaCIT). TaCIT sits at the boundary of engineering and IT where people with hybrid skills can be fully leveraged. I supervise approximately 60 people who work on key technologies for our next-generation Advanced Process Control Technology, and I will be discussing our work in that area during the ADCHEM conference. Another area in which I am heavily involved is the cybersecurity aspects around control and safety systems. Q: Could you next briefly touch on your childhood: where you were born, went to school, what your favourite subjects were, and whether you had any role models? Barry: I grew up on the west side of Toronto. My father was a professor at Ryerson University in Toronto for many years. As a child, I remember sitting at the back of his classrooms, drawing with my crayons during his chemistry exams and midterms. Unsurprisingly, I followed his footsteps, to some extent, into the field of chemistry. Therefore, chemical engineering as an interest was a clear and logical choice. A key turning point occurred during my 3rd year process control class with Dr Gerry Sullivan, who was a new professor at the University of Waterloo at the time. Out of all the professors and experts I met in my generation, he was one who shifted the topic of process control from an abstract, mathematical form to more of a hands-on exercise. Back in 1983, we had primitive computers, but we were still able to run simple simulations on process control systems. After undergrad, I did my Master’s in control with Gerry at Waterloo, and a Ph.D. in the UK at Imperial College right after that. I worked with Sandro Macchietto on real-time scheduling and automation technology for batch processes. Q: Could you describe how your graduate education prepared you for your lifetime achievements? Barry: At Waterloo, we were in a cooperative education setup: I went to school for 4 months and worked for 4 months in a repetitive cycle. During my bachelor’s, I was working in the continuous-time process control field, doing work for a company (which would now be Nova Chemicals) on control of distillation columns. When I moved to Imperial College, batch processing was popular at that time, and I worked on detailed scheduling of resources in real-time. One highlight would be my work in the cheese and yogurt manufacturing industries, and I have a particularly interesting story to share about that. We had visitors at Imperial College, one of whom was Margaret Thatcher, and I was able to present my work on the control of cheese and yogurt manufacturing processes to her. At the end of the event, people took pictures of me and Margaret Thatcher discussing cottage cheese and yogurt. Q: What recent progressions have you made in your career for the last 25 years? Barry: After I finished my Ph.D., I considered taking a faculty position somewhere. My interests were in the area of Model Predictive Control (MPC). I felt that the application of the concept was still behind: the rate at which these sophisticated concepts were implemented in industry was behind the rate at which they were being developed. I was initially offered a position in southern Ontario to become a process control engineer, because industrial work made sense initially after studying for so many years. I started as a technical specialist, and worked for about 14 years with increasing responsibility, as an expert in Advanced Process Control. In 2003, I moved to the US to oversee the team developing and deploying Shell’s advanced process control technologies. The team worked out detailed algorithms on MPC, state estimation, and other concepts. We were also involved with the software development aspects as well, such as implementing control technology into Windows, Distributed Control Systems (DCSs), historians, etc. In 2008, I moved to the Netherlands and managed the regional PACO engineering team for five years before taking up my current role. Q: In your perspective, what major gaps between academics and industry must be bridged over the next few years? 44 Barry: I think the biggest problem, for students and industrialists alike, is how to deal with the size and scale of problems that we face today. Most graduate students work with 2x2 systems, but in industry people work with 50x50 systems or larger. This makes the task of solving the dynamic and control laws involved extremely challenging. The field of data analytics and mining require computer scientists and hybrid researchers who look at dynamic data with respect to large-scale problems. Engineers should focus not only on the mathematical details behind algorithms, but also consider the impacts of implementation. In some cases, even if the mathematic background is sound, the algorithm may perform unexpectedly in real-time. We also have to consider the impact of data sizes on the quality of data and predictions, which calls for tighter management and scheduling of resources. As managers, we find that people that work at the boundaries of algorithms, software design, database design, and real-time systems are incredibly competitive in these areas. Q: You mentioned the importance of data analysis and massive volumes of data being generated in the manufacturing industry. “Big data” has become a buzz word these days, especially in companies such as Google, Facebook, etc. Much research is being conducted using machine learning algorithms. Do you somehow see these ideas and algorithms having an impact on the large volumes of data that we generate in the manufacturing industry, and where do you think the greatest impact is going to be? In my opinion, the recent focus has primarily been on designing controllers and models, and on process analytics, but I rarely encounter people who try to integrate data that is being generated in the different MPC layers in the industry. Do you have any comments on that? Barry: Sure. The paper I wrote demonstrates an example where a MPC was built to put online, and the control engineer knows, at any moment in time, where the setpoints and constraints on the process variables are, as well as any future projections. All these aspects amount to a large volume of data. Trying to deal with one small part of it is already challenging enough. Back in 2007, we took a look at representing these plant states in the form of Markov chains to answer questions like “How does an engineer analyze the data to tell whether the plant is hanging around the expected constraint points, and whether the disturbances are returning to the right points?” Generally we discovered that interpreting what the dataset was dynamically was not trivial. One novel way to approach this problem is not to mathematically aggregate all of the data, but rather to ask what large sections of data tell about the system. Today, we have metrics to determine whether the quality of the MPC model is affecting predictions. As I mentioned before, I think the approach should be more towards analyzing the data in separate sections, and using tools like Partial Least Squares (PLS) to extract interesting information. Q: Do you have any specific career goals and motivations in life that help you progress through your career? Barry: What continues to drive me is deployment of technology across the business to unlock value. The whole concept of mixing technologies and implementing hybrid solutions as a business has always been attractive to me. The goal is not just to make money for the business, but also to make products with the lowest energy footprint. For example, Shell has plenty of liquefied natural gas plants throughout the world; how can we ensure that we use minimal energy processes to liquefy natural gas? Technology doesn’t always develop itself; sometimes you have to create the right environment in order for individuals to apply their strengths to the fullest. Implementing a good idea in a small vicinity of a company (such as Shell) may be an easy task, but trying to introduce change to the whole company can easily require a 5-year program. The process needs to be planned out carefully. Q: Do you have any advice for the young professionals trying to enter the field of control research these days? Barry: I think it’s always good to be curious. The need to be a deep specialist in companies like Shell would certainly be true 15 years ago. Today, however, I think people with hybrid skill-sets prove to be extremely competitive. My main caution would be to not overspecialize, because industry does require people who can fundamentally write computer code and algorithms. I would say the academic world pigeon-holes people into specializations. If you other fields interest you, don’t be afraid to cultivate them. I am all for research and specialization, but people with hybrid skill-sets that can cross boundaries are probably the most successful people that we have at Shell. Q: So the attitude that you recommend is to not be afraid to specialize, but at the same time keep your other interests active and foster them? Barry: To use myself as an example: I spent time trying to understand how the web and HTML worked. People said to me, “Computers? You’re a control engineer, why are you spending all that time there for?” Several years later, a discussion arose, during which we discussed how human/machine interface groups 45 could evolve for advanced control technologies. It required knowledge the possible technologies in web browsers, and at that time few people were able to bring ideas to the discussion. I was one of the few who was able to contribute. Another example is, now in 2015, most of our (Shell’s) company operations and technologies are shared on the web. It is all about recognizing how technologies in other areas can mesh with your area of expertise. This is how engineering work in 2015 is different than that of 10-20 years ago. Q: So you recommend keeping an active approach over the whole area of different opportunities and different fields that are available? Barry: There will always be time to specialize. You never know when something in another field may be applicable to your own. I see people who specialize too deeply, and it becomes increasingly difficult (as one specializes) when the business demands changes in skillsets. We take the opposite approach in Shell; when we bring in new graduates from process control, we’re actually having them look at things such as instrumentation and safety systems. This is not because we want them to become experts in those areas, but by recognizing how those systems impact the process, we are making people recognize the interactions between these aspects. Q: So really, it is all about looking at the “big picture?” Barry: Exactly. I also recommend to people who are starting out to fundamentally realize how your business makes money, and how you can help to move that business value along. One nice thing about advanced process control is that the process constraints are usually very clear, which aspects of product quality should be improved and how all these factors impact the business at large. Sometimes being bogged down on getting the details why things are working and not makes people lose sight of the big picture, which, again, is realizing where the business values are. Q: With that said, do you think that the training that Ph. D. and Masters students are receiving at universities is deemed acceptable, or do you think changes could be made? Barry: I think that it’s more of a mindset that I developed over the years, but we’ve evolved to a point where the process industry is an applied technology. And that is why I always put a lighter emphasis on the mathematical, theoretical training. Instead, I suggest people to keep looking at how what they’re working on can be used to move business forward, not just in the oil/gas industries, but also in other industries that need not be process control. Q: So you’ve talked about the industrial ties in the process control field is good, but do you think there are opportunities for more? Barry: I would just suggest that people have the mindset of how to figure out how things can be put together. 25 years ago, there was an obvious opportunity to mix, for example, process control techniques with the yogurt and cottage cheese industry. So again, I think it helps to stay open to understanding what’s going on in the industry around us, and what problems they’re looking to address. Q: You also talked about the oil/gas industry. How is the current oil price affecting your everyday business? Barry: We have encountered numerous changes today which are challenging many traditional ways of oil/gas production. I would say that the demand for oil still requires traditional pipelines, but at the same time, people need to be coming up with solutions that adapt to the changing infrastructure. Those who succeed consider the constraints and optimize between production efficiency versus economic constraints. Again, this just increases the need for process models and optimization methods, and companies that specialize in these areas (such as Shell) are indeed in a good spot. Q: On the same topic, how do you think the oil price affects the diversification into renewable energy, and are you seeing any kind of shift towards renewable energy due to the drop in oil prices? Is it becoming less or more of a focus? Barry: I have noticed the increasing prevalence of electric cars, as well as fueling stations for these cars, especially in the Netherlands where I live today. The slow displacement of oil/gas and diesel powered cars certainly exists, and obviously the market dictates the direction of changes to some extent. However, I think that people have grown to embrace the concepts of sustainability and renewability, such that even as the prices of oil, gasoline, and diesel drop, people still maintain interest in renewable cars. I think that we are at an inflection point where people see the need in electric vehicles, which raises the demand for electricity. Then the question shifts from “how do we produce oil/gas” to “how do we generate electricity?” Shell’s stance 46 is that energy is always increasing, regardless of what percentage of that total energy is electricity or oil/gas. People will slowly shift away from traditional oil/gas to other renewables, but all these sources of energy will be relevant for another 50-60 years. Q: As a last question, could you describe your current life, your family, what you like to do in your leisure time, or any sports or hobbies that you may have outside of your academic life? Barry: My wife and I live in the Netherlands, and we have 2 daughters back in Canada. We just became grandparents for the first time a few months ago. It is an exciting experience. We have also taken the advantage of our time here to travel and see as many different places as we can. This is probably the opportunity that has been presented to us by living in Europe for the last few years, and something we spent a lot of time doing for sure. Top left: I am presenting my PhD project to then Prime Minister Margaret Thatcher and her husband Dennis at Imperial College in 1989. Professors Sandro Macchietto and Roger Sargent look on. Top right: My daughter, my wife, myself and my son-in-law celebrate the Queens' Birthday in Amsterdam, Netherlands. Bottom left: Cycling in the Netherlands. Bottom right: Hiking in the Canadian Rockies. 47 Interview with Dr. Joe Qin Q: What is your educational background and current occupation? Joe Qin: I studied automatic control at Tsinghua University in Beijing for both my Bachelor’s and my master’s degrees. My Ph.D. degree was in chemical engineering from the University of Maryland, College Park. After my Ph.D., I worked as a principal engineer at Emerson Process Management for 3 years, and developed 2 products. In 1995, I joined the Department of Chemical Engineering at the University of Texas at Austin. I became an Associate Professor in 2000, then became a full professor in 2003. After being a professor at University of Texas for 12 years, I switched to the University of Southern California (in Los Angeles) in 2007. Currently I am the Vice President at the Chinese University Hong Kong, Shenzhen, which is a new campus in Mainland China. Q: Was there any specific reason that you switched jobs? Joe Qin: As I gained experience in the academic world, I wanted to move on and play a more important role in the area of administration, and influence the direction of research and education. This directly impacts the education that students receive at the school, which in turn impacts the quality of professionals that we are sending out into society. Many colleagues think administration sacrifices your time to do research, but this is something that has to be done by someone. Q: Speaking of “playing bigger roles,” do you have any plans for that in your future career? Joe Qin: Research definitely remains to be a significant component of my future career, and as I mentioned previously, as the Vice President, my administrative efforts influence the direction of research. I would like to do this throughout China, specifically in building platforms of research-related activities and programs under which young graduates and engineers can thrive. Q: Do you have any advice for young students or engineers who just freshly graduated from university? Joe Qin: In my personal opinion, I think it is important to possess one specific long-term goal, especially for students who are talented. Finding a good job after a sufficient education is easy, but students must be able to recognize the potential of their strengths and talents, and how they can be applied to impact society at large. When students freshly enter a new job, it is easy to simply do as told. The motivation to think about the “bigger picture” is low. However, as time progresses, one must consider the overall aspects of your business, and make long-term decisions as opposed to decisions based on short-term self-benefits. Think about how these decisions affect society as well. Q: Why did you choose this particular area of research (automatic control) in process control? Joe Qin: Starting from my teenager days 36 years ago, I was one of the first batch of students who had the opportunity to receive higher education, after passing some extremely rigorous entrance exams for university. Despite the heavy competition, I achieved one of the top scores of that time (in the entrance exams) and was accepted into Tsinghua University. At that time, I had a natural aptitude for mathematics, and control seemed like a natural match for my skillset. As I started in the field of automatic control at Tsinghua, I was simultaneously exposed rigorous control theory. In China, automatic control is treated as a discipline by itself, and is considered a highly-respected, Tier-1 discipline for students. I moved to the U.S. for my Ph.D. Studies. Since no stand-alone department existed in the field of process control in the U.S., I chose to study in the field of Chemical Engineering with Tom McAvoy at the University of Maryland. Maryland has an Institute for systems and control, which consolidates research from the various disciplines of Electrical, Mechanical, and Chemical engineering. The exposure to people and ideas from this wide variety of disciplines reinforced my interest in control. Q: To continue on the topic of education preparing graduate students for their future achievements, do you think your graduate education prepared you sufficiently for your career achievements? Joe Qin: Of course! Both my undergraduate education in electrical engineering and my Ph.D. education in chemical engineering trained me to migrate between different disciplines. I was fluent with concepts from electrical engineering and automatic control, as well as basic chemistry and heat transfer concepts. Overcoming the challenges of being exposed to new ideas and qualifying exams in my graduate education prepared me adequately. The field of chemical engineering was new to me; I was probably the first (among my classmates at that time) who chose to do a Ph.D. in a completely unrelated area. This was no easy task which took a significant amount of effort, but paid off in the end in form of transferable, migratory skills. I am 48 able to explore new areas and talk to professionals that I otherwise would not have been able to, if not for my diverse education. Q: Could you briefly discuss what you’re planning to present at the plenary session during ADCHEM 2015? Joe Qin: I will discuss new trends in the emerging area of process data analytics. Process engineering has, for the past 30-40 years, traditionally been about collecting a large amount of data. However, computational power has only increased dramatically in the last 10 years, and many of the new opportunities arising from the increase of research in computer science and machine learning have not been realized in the chemical engineering industry. Today everyone is connected to the internet via wireless cellphones and a variety of other electronic gadgets, but how do we process this information? We could apply many of the tools developed in computer science to our chemical processes to extract useful information. This would then aid performance monitoring, control, and optimization, which complements the traditional modelling approaches. That will be the motivation for me to discuss these topics. Q: With the massive amounts of data being collected and generated online today, how do you think the process industry will change? Joe Qin: The use of big data is becoming more obvious now, and certainly will be for the future. In nonchemical engineering areas such as e-commerce and social networking, data is used to guide major decisions. To transfer these theories and methods over to chemical processes and control, we need engineers to apply these methods in the form of a novel solution. We need to think in the direction of how computer science-based data analysis tools can be used in control, optimization and process modelling and monitoring. Q: Could you describe your childhood, perhaps provide any anecdotes or events that you would like to share, that would help the reader relate to you as a plenary speaker? Joe Qin: I was born in a town near Qingdao, which is a coastal area in the Shandong province. Most of my childhood was spent during the Cultural Revolution. For many children of that time, the concept of not having to go to school and work hard was attractive. I did not study much until junior high, because nobody had to. The educational system at school was almost nonexistent; we were barely taught anything of use. By the time I reached high school, the end of the cultural revolution sparked a major political change. Suddenly, young children were encouraged to study because they were given the opportunity to enter college through rigorous exams and competition. I was accepted into Tsinghua University with one of the highest scores, at the age of 16. Most other children older than me were involved in physical labour in the countryside, due to their being caught up in the last years of the cultural revolution. I was too young to be part of that, and was fortunate enough to have both the time to play before junior high school, and the chance to receive good education. At that time, most youngsters in China looked up to great mathematicians as role models. Q: I (Bhushan Gopaluni) also received a good education at the University of Alberta. One of the best professors I ever had was Tongwen Chen. I realize that you and Prof. Chen were close childhood friends and classmates. Do you have anything to say about your friendship? Joe Qin: Tongwen Chen and I studied at Tsinghua University in the same discipline of automatic control. Our dorms were next door, and we worked together closely for 5 years undergrad and 1.5 years during grad school. Tongwen was one of the smartest students ever to exist in the department of control at Tsinghua. We worked together closely and enjoyed our friendship. Moreover, we shared a number of extracurricular activities at Tsinghua meant for the top students. Several years later, both of us left China to pursue our Ph.D. degrees. Interestingly, we were both elected as fellows of IFAC last year at the IFAC World Congress. Out of the 30 years of students graduating from Tsinghua’s automatic control department, only the two of us were ever elected as IFAC fellows. Q: You talked about how mathematics played a big role in your choice of education and research. In your opinion, are professors training process engineers correctly? I personally find it hard to attract chemical engineering students with the right aptitude for mathematics to do research in high-level control. Could you comment on how our education system should change (if it should), and if we could improve certain aspects of it to retain students’ interests in control, and to attract the best students to control engineering? Joe Qin: Given my current role as an administrator and educator, this is of course one of my primary focuses. I think we have to recognize that the times have changed. For example, 30 years ago people found it enjoyable to do mathematical puzzles as a hobby. Now many other activities appear to be more attractive. For mathematics, people have to possess a certain aptitude to find it interesting. In engineering, most 49 students find, for example, experimental work more interesting than mathematical theory. Math is an abstract subject and it takes a special process for students to fully understand the concepts. Moreover, we teach significantly less mathematics in engineering today compared to 30 years ago, because most people want a program where even the average student can understand most of the concepts presented and graduate easily. On the other hand, when I was studying 30 years ago, professors cared little about whether students fully digested the content, so they taught all the math they deemed necessary in the appropriate subjects. I would like to add that a wide distribution exists with respect to students’ mathematical capabilities. In countries like China and Russia, a rigorous mathematical education is retained even today, so we are still able to find people possessing strong abilities in math. Drastic changes in the educational system cannot happen overnight; it has to change over the course of many years. But, for the few people out there who are interested in math, we have to pay more attention for creating an environment that will foster and shape their talents. Q: A trade-off always exists in education, in terms of what should be taught to only the best students and what should be taught to all students. How do you think the balance should shift in engineering today? Joe Qin: Times have changed; professors now have to be aware of their teaching evaluations (by students). When I went to school, no teaching evaluations existed, and even if there were, professors cared little about them. When I was a graduate student, I had a professor who taught us linear algebra, of which less than 10% of the total material was understood by an average student taking the course. However, this course was one of which I learned the most from. Students could not digest the course material easily, because it was taught in such an abstract way. As a student, adapting to different professors’ teaching styles is a necessary evil. Q: Did you experience any hardships, interesting or life-changing events? We would like to tell your story in such a way that it inspires future students, professors, etc., to help them to achieve goals similar to those that you have achieved in your career. Joe Qin: Most of the life-changing situations I experienced occurred to me when I was still young. When I was a child, the cultural revolution ended when Deng Xiaoping became in charge of China. He restored the opportunities for most children to pursue post-secondary education. That was the reason I got into Tsinghua when I was 16 years old. When I was 11 or 12, I had to figure out how to make a living. Without education as an option, physical labour was the only solution. I explored tailoring as a vocation, as well as carpentry. For example, I was able to construct wooden chairs and other things at the age of 11, a task which few adults (let alone children) can accomplish today. But back then it was necessary, because there was no other method of making a living. I was fortunate enough to not have to waste much time doing physical labour, as the cultural revolution ended. If the revolution did not end in time, I certainly would not be who I am today. The other major life-changing event for me occurred during the 1980s, when I was admitted into the University of Maryland and started working with Tom McAvoy in Chemical Engineering. Q: Could you give us a historical perspective on how you started your research has evolved in so many of these areas? Big data is a major field today; you’ve worked in process monitoring, fault detection, system identification, and so on. How did you adapt so quickly to these different disciplines? Joe Qin: The switch to chemical engineering was the most important deciding factor. The interdisciplinary training provided with me the confidence to freely explore the different areas in control, even if those areas were unfamiliar to me at first. At Tsinghua, the rigorous control program prepared me so adequately that by the time I was accepted into Maryland, I was already well-equipped with a strong background in control engineering, and only needed to brush up on process engineering. At the University of Texas, I was presented with many opportunities around semiconductor manufacturing, applying concepts in statistical process control and monitoring. The local industry was also quick to adopt these multivariable statistical techniques, fault detection and diagnosis tools to improve their processes. When I moved to University of Southern California, the opportunity to work with semiconductors was no longer as convenient, as many facilities have been moved to Korea and Taiwan. It was a time to explore the new area of energy. 8 years ago, I started working in the area of energy optimization, looking at upstream oil operations and control. At USC, I was part of a center for smart oil fields, called CiSoft, which was actually a joint venture between USC and Chevron. I have given talks in several different areas, and worked with top scholars worldwide in those areas. For example, I can talk to people in chemometrics, system identification, machine learning, and computer science. Finally, I have published numerous reviews of papers in all these different areas. Last year, I wrote a perspective article which was published as the AIChE Journal’s September 2014 issue. I was lucky enough to be invited by the Journal editor, Prof. Ignacio Grossman at Carnegie Mellon to write his paper. This paper just appeared 6 months ago, and was one of the ‘hottest’ papers ever published by Wiley. 50 Q: Tell us a bit about your personal life, family. What do you like to do in your leisure time? Do you play any sports? Joe Qin: Until about 10 years ago, I played tennis, but could not cope up with the strenuous physical efforts required. Now my everyday hobby is playing golf and taking walks. I play golf with friends such as Tom McAvoy at Texas, James Rawlings at Wisconsin, Tom Marlin at McMaster, and Jay Lee in Korea. I have also been part of the Texas Consortium with Tom Edgar and James Rawlings for more than 20 years. Before every consortium meeting we would have a golf game, and that led to good friendships. Q: Thanks for the interview. If you have any interesting photos please share them with us. Joe Qin: Thank you for your time. I think the best attitude is to not boast about myself, my intention is not to boast about my achievements, but to share these events and my thoughts as I get older, with the younger generation of engineers and students. We have a responsibility to help young people by sharing our experiences with them. I look at it this way, and this is why I came forward to do this interview. In the past I would just do my work, and didn’t say much to verbally share it with other people. Now my thinking has changed, and I realized it is good to share with young people, both what (I think) is right and what is not right to do. Q: Thank you for everything. Did you want to tell us anything else; was there some question that we missed? Joe Qin: On a final note, I wish to mention the numerous mentors I was fortunate enough to have. Tom McAvoy was my Ph. D. advisor, and a professor who was always enthusiastic about helping young people. Tom was the editor of JPC for 18 years, and is now retired. Another person is Prof. Harmon Ray, who is also very well-known in both process control and the polymer field. He visited Tsinghua in 1988 and gave me the critical, life-changing advice of doing a Ph. D. at Maryland. My colleagues at Texas and Wisconsin, Tom Edgar and James Rawlings were also my mentors and friends in many ways. John MacGregor and Lennart Ljung are two marvelous scholars whose pioneering work in their respective fields, friendship, and the numerous discussions we had in their beautiful houses were both inspiring and memorable. Finally, Tom Marlin, Sirish Shah, Biao Huang are also people I have had many productive conversations with. 51 en ’ om W Valley Foyer Level s To Parkade Valley Foyer Entrance Women’s Men’s Men’s Black Tusk Service Areas Valley Foyer Load In Entrance Exhibitor Exhibitor Exhibitor Tantalus Office or Fitzsimmons at ev Registration Soo Valley CHES storage El Exhibitor Wedgemount A/B Spearhead A/B Coffee Stairs to Upper Level (Sea to Sky Ballroom & Grand Foyer) CHES Breakout (June 8/9) Buffets Exhibitor Office Space Ra Th i n ea bow tr e Service Areas Office Space Harmony A/B CHES Breakout (June 8/9) Garibaldi A/B Set for 180 Projection Room Storage University of Alberta ADCHEM Service Areas June 7-10, 2015 Women’s Men’s 52 Rainbow Theatre Whistler Way Entrance Stage Service Area Sea to Sky Ballroom A Loading Bay Service Area Service Area Sea to Sky Ballroom C Sea to Sky Ballroom B To Valley Foyer Fireplace Elevator Mo un ta i i ew nV o Ro m Main Entrance 53 BECOME AN IFAC AFFILIATE! If you are interested in Control Engineering you should become an IFAC AFFILIATE This gives you the following benefits Free subscription to the IFAC Newsletter This bimonthly Newsletter contains information about IFAC’s technical activities and forthcoming IFAC events all over the world. Automatic inclusion of your name in our mailing lists for forthcoming events in your areas of interest IFAC organizes about 40 technical meetings all over the world each year Subscription to the IFAC Journals and IFAC Affiliated Journals at a reduced Affiliate rate Subscription forms can be obtained by marking the appropriate box on the on-line Affiliate Registration Form, or by writing to the IFAC Secretariat directly. Contribution and participation in IFAC’s technical work IFAC at present has more than 40 technical bodies covering all aspects of Automatic Control Engineering How to join? Make an on-line registration directly from the IFAC website: http://www.ifac-control.org/ www.ifac-control.org/forms/AffiliateRegistrationForm/