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INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCES Volume 6, No 6, 2016 © Copyright by the authors - Licensee IPA- Under Creative Commons license 3.0 Research article ISSN 0976 – 4402 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation Anil Raj Kizha1, Sibi Balachandran2, Buddhika Madurapperuma3, Hugo Lima4 1- School of Forest Resources, University of Maine, Orono, Maine, USA 2- South Indian Education Society- Indian Institute of Environment Management, Navi Mumbai, Maharashtra, India 3- Department of Environmental Science and Management, Humboldt State University, Arcata, California, USA 4- Department of Oceanography and Limnology, Federal University of Maranhao, Sao Luis, Brazil anil.kizha@maine.edu doi:10.6088/ijes.6087 ABSTRACT An accidental discharge of black liquor on 9th of August, 2011by Temple-Inland paper millinto the Pearl River in Bogalusa, Louisiana, USA, resulted in the death of more than 38,000 fishes. The river water turned black and the effects were seen for over 100km downstream. There was a drastic drop in the dissolved oxygencontent, whichled tothe fish kill. Following the incident, the Louisiana Department of Environmental Quality investigated the accident scene and collected water quality parameters, which included dissolved oxygencontent, salinity, temperature, and pHat different location mainly downstream to the discharge point. This study aims to understand the route and concentration of pollutants over a period of time along the river with the help of GIS using the technique of interpolation. The generated maps showed the level of dissolved oxygen with respect to the fish kill locations from 13th of August 2011 to 25th of August 2011 after the accidental discharge. The results showed a virtual aspect of the chronology in dissolved oxygen level and improved water quality after an upstream reservoir was opened, which flushed the black liquor to the Gulf of Mexico. Keywords: Industrial discharge, dissolvedoxygen, interpolation, water quality 1. Introduction The impact of water pollution is felt by all organisms in an ecosystem. One of the primary sources of water pollution is release of contaminants from industrial processes and chemical spills. Effects of water pollution on humans include disease, malnutrition, sickness and even death. About 2 million tons of waste is dumped every day into rivers, lakes and streams (International Atomic Energy Agency,2011). Again, one liter of wastewater pollutes about eight liters of freshwater. There is an estimated 12,000 km 3 of polluted water worldwide, which is more than the total amount contained in the world’s ten largest river basins at any given moment (McCarthy, 2003). Studies have shown industrial activities on a global basisreleases approximately 300-400 million tons of heavy metals, solvents, toxic sludge, and other waste into waters every year (Madsen, 2013). Chemicals being released into river system thereby polluting the water, has been a major issue ever since industrial revolution. Its intensity has always grown. On November 1 st, 1986, Received on March 2016 Published on May 2016 922 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation a chemical spill at Sandoz agro-chemical,caused by a fire and its subsequent extinguishing at storehouse in Switzerland released tons of toxic agrochemical pollutants into the Rhine River, turning it red (British Broadcasting Corporation,1986). The chemicals caused massive mortality of wildlife downstream. A large population of the European eel was wiped out in the Rhine River. Although the situation subsequently recovered within a couple of years, the danger posed by stored chemicals always has become a major threat for the water system (Güttinger and Stumm, 1992). In a similar incident on November 13th, 2005 an explosion at a petro-chemical plant in Jilin Province, China resulted in the release of huge quantities of toxic pollutants. Thirty people were injured and 10,000 residents had to be evacuated. And later it was revealed that the explosion had released about 100 tons of benzene and nitrobenzene into the Songhua River. Benzene being a toxic and carcinogenic pollutant travelled downstream and dead fish washed up on its banks. The city authorities shut off water supplies sources from the river, on which approximately 38 lakh residents depended (British Broadcasting Corporation, 2005). Today too, factories are often built beside rivers so that their chemical effluents can be dumped into the river. In other cases, chemical waste products from industrial processes are accidentally discharged into rivers. In either situation,these chemical pollutants may include toxic metals like, zinc, lead, copper, cadmium and mercury or organic materials like cyanide, aromatic hydrocarbons, etc. or most often a combination of both. The nature of these toxic wastes entering the water body in high concentration primarily depends on the products being produced in the firm and its operation. The effluent substances can be lethal or even kill microorganisms, fishes and other animals associated with these water bodies. These pollutants can also enter the food chain through bio-magnifications and accumulate in the apex of the food chain until they reach toxic levels, eventually killing larger organisms like birds, fish and mammals. GIS techniques provide robust routines in determiningthe rate ofmovement of contaminantin aquatic systemthrough regional or continental scales. For example, Pease et al. (2010) developed AnnAGNPSmodel to predict sediment and nutrient loading in the Pipestem Creek watershed in North Dakota, USA. A large scale nitrogen loading to watersheds in the continental United States was geospatially modeled based on agricultural crop rotation (Pijanowski and Madurapperuma, 2014). A real time assessment of contaminant tracking is vital forresolving environmental problems in liaisons with decision support system. Interpolation is a powerful tool in GIS, which can determine hotspots of accumulated contaminants and/or releases at any emergency scenarios, such as radiation hazards (Heimstra et al., 2008),and glacier variation(Cossart, 2011).The technique can be further used to track the rate and path of the pollutant spread in theenvironment, which would provide pivotal information for managers controlling similar incident. This study is based on environmental assessment of Pearl River, in Bogalusa, Louisiana,USA, that had a catastrophic event by the accidental discharge of black liquor on 9 th of August, 2011. 1.1 Pearl River The basin of the Pearl River extents around 28,300km2 and drained an area of 22,700 km2. It is the third largest drainage basin in the state of Mississippi, USA with a total length approximately 675 km.The timber industry and the manufacture of wood products dominated Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 923 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation the economy of the lower basin, whereas soybeans and poultry were the major components of the economy in the upper basin (Strom, 1998). 1.2 Description of thecatastrophic event On 9th of August 2011 (Day 1), black liquor, a byproduct of paper-making was accidentally discharged from the Temple-Inland paper plant in Bogalusa, Louisiana into the Pearl River. The black liquor triggered a reaction in the river that consumed the dissolved oxygen (DO) from waterdestroying aquatichabitats. This resulted in death of thousands of fishes, which included at least 11 species, such as drum (Sciaenopsocellatus), sunfish (Lepomismicrolophus), paddlefish (Polyodon spatula), catfish (Ictalurusspp.), black bass (Micropterusspp.), and flounder (Paralichthysspp.) . The fish kill was primarily observed on 10th August (Day 2) in the upper reaches of the Pearl River. However, the first data collected for fish kill was on the August 13th (Day5) (Louisiana Department of Environmental Quality, 2011). Therefore, the initial extend of damage to the river could not be studied. After the discharge, a foam line 16km long was detected at a lake downstream. This is also believed to have originated from the pollutants. 1.3 Consequences Following the incident, a state of emergency was declared prohibiting any activities in the Pearl River watershed. Financial assistance wasalso declared for people whose livelihood depended upon the waterways (Thibodeaux, 2011). In an effort to check the discharge, the state of Mississippi opened the Ross Barnett Reservoir, increasing its flow from 57,000L of water per second to 5,70,000L per second. However, the reservoir was more than 160km upstream from the fish kill, and it took several weeks for the water to flush the pollutants out to the Gulf of Mexico. Other methods adopted removing the dead fish from the river to prevent decaying of carcasses, as this could further promote the depletion of oxygen from the waterway (Urbaszewski, 2011). The Louisiana Department of Environmental Quality (LDEQ) held the Bogalusa paper plant liable for the fish kill, setting in motion the legal process for potentially issuing penalties and fines (Warren, 2011). 1.4 Objectives The primary objective of this study was: 1. To evaluate the pathway of the pollutants movement across the Pearl River based on the most influential physico-chemical parameter (dissolved oxygen) with respect to the fish kill after the black liquor discharge. 2. To understand the chronological flow of the pollutants and its gravity of damage caused to fish. 2. Material and methods The physico-chemical parameters, such asdissolved oxygen(DO), pH, specific conductivity, salinity, and temperature were acquiredfrom the LDEQ website (http://www.deq.louisiana. gov/portal/). The standard depthfor conducting the analysis for this study was one meter below the water surface. Most of the data were collected around 12:00 PM. Furthermore, the sampling was done on daily basisfor the first month, and, it was reduced to weekly sampling covering all the locationsfrom the second month onwards. The classification of the sampling Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 924 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation was based on the distance from the source (outlet), i.e. 1km, 2 km, and so on. The major sites that were utilized for this study were given in Table1. Table 1: Major locations sampled for the Pearl River fish kill study Location Code 12 32 35 62 Location Name Location Description X coordinate Y coordinate Upstream of outlet East Pearl River Rigolets 24 Downstream of outlet Hwy 10 bridge, near boat launch Hwy 90 bridge Hwy 90 bridge Top of canal at Pooles’ Bluff (Pearl River Navigation Canal) East end of the lake near the Rigolets Richardson boat launch (approx. 1.6 km downstream to outfall) Sunken pipes (Temple Inland outfall) 0.4 km upstream of Temple Inland outfall -89.8214 -89.6149 -89.7338 30.7917 30.2385 30.1695 -89.8478 30.7020 -89.7578 30.1782 -89.8311 30.7620 -89.8279 30.7759 -89.8300 30.7779 4047 Lake Pontchartrain 4064 Pearl River 4065 Pearl River 4066 Pearl River For plotting the variation in DO content on a map, the dates 13 th(Day 5), 15th(Day 7), 17th(Day 9) and 18th(Day 10) of August 2011 were selected (Figs.1and 2). 2.1 GIS data and interpolation Geospatial analysis was performed inArcGIS10.2®. The vector shapefiles were acquired from http://lagic.lsu.edu, and http://www.atlas.lsu.edu/ websites. The data was projected to Universal Transverse Mercator (UTM) zone 15 north, NAD 1983 datum. Thepolyline vectors of the stream were merged to obtain a composite shapefile and then it was clipped on to the Pearl River watershed. These clipped files were later compared with similar shapefile datasets of different origins. The ones that showed major difference were closely examined. The XY coordinates of the sampling locations were converted into point shapefile, by modifying the spreadsheetsto show the geographic location for all sampling points and other criteria associated with the site. Sampling locations were assigned codes (Table 1). Apart from the water quality factors, general information of the sampling locations was also added to the point shapefile. Certain locations had to be geo-coded using proximity mailing addresses in order to get their coordinates. All the sample locations were verified on Google Maps toenhance the geographical accuracy of certain sites in disputeand to get data on distance, proximity to highway roads.Eighty sampling locations were plotted (Figure1). Followed by this, the spreadsheet having information on pollutants (Louisiana Department of Environmental Quality,2011), was spatially joint with the sampling locations. Each coordinate had attributes of water quality parameters,such asDO, salinity, temperature, and pH followed by additional descriptive informationon the sampling site.Spatial interpolation procedures were used to simulatethe chronological changes inDO along the river. Of the interpolation methods, inverse distance weighting (IDW) method was utilized since it predictedun-sampled points as aweighted average of values at points within a certaincut-off distance.The DO changes from upstream to downstream for Day 5, 9, 10, 11 and 22were modeled. As the data sampling was not continuous (done on different parts of the river), so the interpolation was done accordingly. Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 925 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation 3. Results and discussion A chronological examination into the incident was conducted. A map was made to show the location of the Pearl River watershed within the state (Figure1). Figure1: Geographical location of sampling sites in the Pearl River watershed 3.1. Fish kill Even though the fish kill started from Day 5, initial data regarding the fish kill was obtained only from18th (Day 10) and continued upto 22nd (Day 14) randomly. A total of 38,149 fishes were killed in which catfish (35.0%), drum (8.3%), perch (6.4%) and minnow (6.3%) constituted the majority of fishes reported in the kill. The maximum fish kill was reported at the Walkiah (15,000) (approximately 50 km from the discharge point), which was followed by Crawford (12,000) (Figure2). Figure 2: Fish kill at various sampling locations due to black liquor discharge in the Pearl River watershed Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 926 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation 3.2 Chronological analysis: pollutants movement through the river system The results were able to demonstrate the flow of pollutants. Despite the Pearl River having low volume of water current, the runoff was sufficient to carry the pollutant to downstream. In doing so, the problem worsened and caused more damages downstream. The depletion in DO level below 5 mgL-1was unfavorable for aquatic life.However, salinity, pH and temperature remained within the acceptable limits for healthy environment. The salinity value for freshwater can reach to a maximum value of 0.1ppt, the pH had smaller variation ranging between7.3 -7.8. The average temperature was 32⁰C with a fluctuation of around 1⁰C. 3.2.1 Day 5 DO for the upper Pearl River ranged from 8 mgL-1 at upstream of the outfall to 0.9 mgL1 towards the downstream. Results of interpolation of DO for the day also showed that the pollutants were being carried downstream. As the discharge of black liquor was checked on the Day 1, at LC 4065 (sunken pipes at Temple Inland outfall), which was the source of the discharge, the DO was 7 mgL-1on Day 5, which indicated that the chemicals had already flushed out from the source and were moving downstream (Figure3). Other points(LC 4067 to 4071) adjoining LC 62 also showed DO levels below 4mgL-1 while the points near sunken pipe had a fairly good DO level (above 6 mgL-1). 3.2.2 Day 7-9 By Day 7, the pollutants had reached the West Pearl, where DO started to drop drastically to 2 mgL-1. Conversely, the lower East Pearl was not yet affected as much as the West Pearl and had DO levels higher than 5 mgL-1. However, onDay 8, although DO levels in the lower West Pearl slightly increased to around 4 mgL-1there were dead fish and mussels spotted in the area. As the chemicals moved downstream the DO level in the waters upstream started to improve. From lower West Pearl the chemical were further flushed downstream to the Rigolets and Lake Pontchartrain leading to drop in the DO levels for these areas. Eventually the incoming tides pushed the “Blackwater” to Lake Pontchartrain from the Rigolets (Louisiana Department of Environmental Quality, 2011). The data sampled on Day 9was located on the lower course of Pearl River. Analysis on theDO values showed that the pollutants were travelling further downstream towards the ocean. The DOreached very low levels (<2 mgL-1) far below the optimum level for maintaining the life in freshwater. After eight days, the river did not have the ability to dilute the organic matter dumped in upstream. The DO values were higher than those found on Day 5, but were still far below acceptable levels. The salinity, temperature and pH presented variations occurred due to interference of seawater in system. 3.2.3 Day 10-14 On Day 10 and 14, all sampling sites were located in downstream. The DO were in acceptable range of >4 mgL-1 to support aquatic life. The high DO could be attributed to pollutants being diluted by river water or precipitated on the riverbed. Estuarine waters have the ability to precipitate organic matter and clay carried by rivers, which could be a potential explanation for the disappearance of the black liquor on the Pearl River watershed. From Day 12 onwards there was a gradual increase in DO levels towards the downstream of the sunken pipes (4065), and as the Ross Barnett reservoir andthe Mississippi, was opened, Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 927 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation there was an increase in the water level by the Day 16 (24 th August), which led flushing of the pollutants from the river system (Figure 4). 15th Aug 2011 13th Aug 2011 Figure 3: Dissolved Oxygen in Pearl River on Day 5 and 7 (13th and 15th of August, 2011 respectively) The highest DO was recorded on the Day 17 (10mgL-1) at the upstream of Bogalusa paper mill. Initially, the highest number of sampling were done near the Bogalusa paper mill outlet, as this was considered the most polluted site. In fact, the maximum numbers of sampling sites were within 15 km downstream of the source. The remaining sampling sites were concentrated around Rigolets and Lake Pontchartrian, where the river drained. As expected, locations upstream to LC 4065 had minimum pollution with regards to DO. The DO ranged from 7 to 10mgL-1and it was fairly good from Day 12 onwards and the highest was observed on Day 17 due to increase in the water level (Figure4). DO can be considered as one of the major limiting factors for fish. In general, aquatic organisms possess highly specialized gas exchange systems that allow maximum utilization of available oxygen. Behaviorally, fish may avoid low DO conditions by physically moving out of the area (Kier Associates, 2011). Even though fish could resist or tolerate short-term oxygen reductions, the decline should not be abrupt (Davis, 1975). However, in this case with the sudden discharge of the chemicals, huge population of fishes could not survive. Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 928 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation 17th Aug 2011 18th Aug 2011 24th Aug 2011 Figure 4: Dissolved oxygen in Pearl River on Days 9, 10 and 16 When the fish kill occurred, the authorities were primarily working on removing the carcasses of fishes because of bacteria, which decomposed these dead fish consumed DO, which would further decrease the quantity of oxygen available to support life (Lenntech, 2011). Theoretically, there was a critical oxygen level for each species (Colt et al., 1979); however data was limited. 3.3 Inverse distance-weighted interpolation The interpolation results enabled the visualization of DO variation along the Pearl River in three sampling sites (Figure5). The DO levels in the upstream of Pearl River on day 5 (13th August 2011)was significantly lower resulting in observed high fish kill in the site. Even though the black liquor discharged on five days earlier (i.e. 9 th August), the pollutants remained at the upstream due to slow movements of water. The reduction of DO in the middle stream was observed on Day 9 (17th August) with 0.9 -2 mgL-1 at the point where two streams meets (Figure6). However, the DO in the downstream on Day 11 (19 th August)was increased significantly due to dilution of pollutants, which was flushed downstream to the ocean. The interpolation results on DO synchronize with the DO levels measured in the sampling sites proximity to upstream of Bogalusa paper mill on Day 5 (Figs. 3 and 5). For example, DO varied from 0.9 -7.6 mgL-1 forboth interpolation and the in-situ sampling. However, interpolation gavethe continuous variation of DO, which wasuseful to see how pollutants moved across the river. It wasinteresting to note that the DO levels dropped down on Day 9 at the middle stream for the interpolation. There wasno DO sampling site in this site and therefore interpolation results were useful to visualize the changes of DO at un-sampled sites. In addition, our interpolation result depicted the DO levels hadconsiderably increased on Day 11 in downstream by the opening of Ross Barnett Reservoir. The idea of discharging water from the reservoir flushing off the pollutants from the river and the interpolation results Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 929 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation clearly showed the DO increment due to pollutants drained to the ocean. This study portrays the importance of quick assessment of pollutants movements in such a catastrophic event to support decision making to mitigate the effect. Figure 5: Interpolation of dissolve oxygen changes in the Pearl River from upstream to downstream during Day 5 to 11 (13th to 19th August 2011). 3.4. Other water quality parameters All parameters exhibited a similar trend in concentration wherein the peaks were seen on 23 rd and 25th and then it was more or less stable for the entire month. A correlation analysis between physico-chemical parameters showed that there was a positive correlation between all parameters (Table 2). However, Salinity and specific conductance had the highest correlation. Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 930 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation Table 2: Correlation between physico-chemical parameters Physico-chemical Specific pH DO Salinity Temperature parameters conductivity pH 1 DO 0.72 1 Salinity 0.80 0.49 1 Specificconductivity Temperature 0.79 0.78 0.48 0.42 0.99 0.66 1 0.64 1 The pH ranged from 6.75 to 8.82. The highest pH was observed on Day 16 to 18. At a given temperature, pH indicated the intensity of the acidic (pH<7) or basic characteristic (pH>7) of the system. Most of the natural water in the United States is between 6.5 and 8.5. The optimum pH for river water was considered to be around 7.4. Extreme pH could make a river inhospitable to life. In unpolluted surface waters, pH was primarily controlled by the balance of carbon dioxide, carbonate, and bicarbonate. Industrial effluents, atmospheric deposition, as well as photosynthesis and respiration of algae could affect the natural acid-base balance of aquatic systems (United Nations Educational, Scientific and Cultural Organization et al., 1996). Changes in pH may have a strong effect on the toxicity of metals, ammonia, and nitrite. 4. Recommendation Black liquor discharged to the Pearl River watershed, was considered as an important liquid fuel in the pulp and paper industry. It consisted of remaining substances after the digestive process where the cellulose fibers have been cooked out from the wood. Chemically, black liquor was a mixture of several basic elements where the largest fractions were carbon, oxygen, sodium and sulfur (Marklund, 2010). Nearly 4.8 crores dry tons of black liquor was produced annually was typically recovered as part of the pulping process (Board on Energy and Environmental Systems, 2001). The fuel value from this byproduct was equivalent to about 46 crore barrels of crude oil, which was worth about US$830 crore(Center for Paper Business and Industry Studies, 2003). Hence, the black liquor discharged into the Pearl River was in fact a potential fuel to run the firm. In fact, in most industries, which utilized the liquor, consumed it at the recovery boilers on-site itself, hence it was not available for off-site utilization. The Temple-Inland mill at Bogalusa should implement new processes where by the black liquor can be used for energy production. This would be the best option to reduce the waste generation and promote the concept of atom economy. These could also qualify them for extra tax return as International Paper Company, which received US$716 lakh from the Internal Revenue Service (IRS) for utilizing alternative fuel mixture for energy production (Lyddan, 2009). Therefore, utilization of Black liquor can also provide additional income. 5. Constrains of the study Even though there were more than 80 sampling sites, all of them were collected 4 days or more days after the actual incident. The data collection began on the 13 th of August 2011(Day 5) and ended on 21st November 2011. Hence, there was nearly 101 days of data. However, the data was not collected on a regular basis from each site, making it more difficult to Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 931 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation compare. Furthermore, the fish kill data was obtained only from four points, which were Walkiah, Crawford, Bogalusa and Highway 59 and no coordinates were assigned for these areas. The sampling points chosen were not fish kill affected periphery thus having skeptical views about the black liquor cause for fish kill. Interpolation technique could have been more precise if there were fish kill data for every sampled site along the path of pollutants. 6. References 1. Board on Energy and Environmental Systems (2001), Energy Research at DOE: Was it worth it? Energy Efficiency and Fossil Energy Research 1978 to 2000, Washington, DC: National Academy Press, pp 224. 2. British Broadcasting Corporation (2005), Toxic leak threat to Chinese city. News report. 3. British Broadcasting Corporation (1986), 1986: Chemical spill turns Rhine red. News report. 4. Center for Paper Business and Industry Studies (2003),Benefits of black liquor gasification: An external benefits study of black liquor gasification. 5. Colt, J., Mitchell, S.,Tchobanoglous, G. and Knight,A.(1979),The use and potential for aquatic species for wastewater treatment: Appendix B, the environmental requirements of fish. Publication No. 65, California State Water Resources Control Board, Sacramento, CA. 6. Cossart, E., (2011), Mapping glacier variations at regional scale through equilibrium line altitude interpolation: GIS and statistical application in Massif des Écrins (French Alps), Journal of Geographic Information System,3, pp 232-241. 7. Davis, J.C. (1975), Minimal dissolved oxygen requirements of aquatic life with emphasis on Canadian species: a review. Journal of Fisheries Research Board Canada, 32(12), pp 2295-2332. 8. Güttinger, H. and Stumm,W.(1992),Ananalysis of the Rhine pollution caused by the Sandoz chemical accident, 1986,Interdisciplinary Science Reviews, 17 (2), pp 127136. 9. Hiemstra, P.H., Pebesma, E.J., Twenhöfel, C.J.W. andHeuvelink,G.B.M. (2008), Automatic real-time interpolation of radiation hazards: prototype and system architecture considerations. International Journal of Spatial Data Infrastructures Research (3), pp 58-72. 10. International Atomic Energy Agency(2011),All about water, IAEA Bulletin 53(1) September 2011. pp17-20. 11. Kier Associates(2011),Dissolve oxygen,available at http://www.krisweb.com/stream/do.htm, accessed during September 2015. 12. Lenntech. (2011),Why oxygen dissolved in water is important,available at http://www.lenntech.com/why_the_oxygen_dissolved_is_important.htm#ixzz1x48ZG TDi last accessed during September 2015. Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 932 Environmental impacts of accidental black liquor dischargeinto the Pearl River, Louisiana: A geospatial evaluation 13. Louisiana Department of Environmental Quality(2011), Pearl River fish kill incident summaries 8/17/11 – 8/25/11,available at http://www.deq.louisiana.gov/portal/DIVISIONS/Inspection/PearlRiverFishKill.aspx, accessed during September 2015. 14. Lyddan C,(2009), IP Verso gain millions from IRS for alternative fuels at pulp mills, International Woodfiber Report, RIS, March 25, Available online at http://www.woodbiomass.com/woodbiomass/news/North-America/Wood-Energy/IPVerso-gain-millions-from-IRS-for-alternative-fuels-at-pulp-mills.html accessed during September 2015. 15. Madsen, M.,(2013),Facts about ocean, IAEA Bulletin 54-3-September 2013,pp 20-21. 16. Marklund, M.,(2010), Black liquor recovery: How does it work? Energy Technology Center, Sweden. 17. McCarthy, M.,(2003), Water scarcity could affect billions: Is this the biggest crisis of all? lndependent/UK, Published on Wednesday, March 5, 2003. 18. Pease, L.M., Oduor, P. and Padmanabhan, G.,(2010), Estimating sediment, nitrogen, and phosphorous loads from the Pipestem Creek watershed, North Dakota, using AnnAGNPS, Computers and Geosciences, 36, pp 282-291. 19. Pijanowski, B.C. andMadurapperuma, B.D., (2014),How cropping system changes affect fertilizer applications: Modeling nitrogen inputs within USGS watersheds,29 th Annual Symposium of the U.S. Chapter of the International Association of Landscape Ecologists (U.S.IALE), Anchorage, AK. 20. Strom, E.W., (1998),The Pearl River Basin. The rivers of Mississippi. United States Geological Survey. 21. Thibodeaux, R, (2011), Pearl River spill 'doing significant damage,' St. Tammany Parish president says,The Times-Picayune. 22. Urbaszewski, K., (2011), Bogalusa paper mill admits fault as dead fish flow to Lake Pontchartrain, The Times-Picayune. 23. Warren, B., (2011), Louisiana DEQ puts Bogalusa paper mill on notice after massive fish kill, The Times-Picayune. 24. United Nations Educational, Scientific and Cultural Organization, World Health Organization and United Nations Environment Programme(1996),Water quality assessments: A guide to the use of biota, sediments and water in environmental modeling, Editor D. Chapman,Second Edition. Anil Raj Kizha al., International Journal of Environmental Sciences Volume 6 No.6 2016 933