Predicting DOC removal during enhanced coagulation
Abstract
Langmuir‐based semiempirical models are used to predict DOC removal during alum and ferric coagulation.
The concentration of dissolved organic carbon (DOC) remaining after enhanced coagulation can be predicted with a standard error of about 10 percent or 0.4 mg/L using a new model with inputs of coagulant dosage, coagulation pH, raw water UV254, and raw water DOC. Total organic carbon remaining after coagulation can be predicted with similar accuracy. The model may also be calibrated to a specific site, improving the standard predictive error to 4 percent or 0.27 mg/L (or ±10 percent for 90 percent confidence). Performance differences between equimolar dosages of alum and ferric coagulants in mediating DOC removal may be attributed to (1) equal or better removal of DOC using ferric at very high coagulant dosages, (2) equal or better removal of DOC using alum at lower coagulant dosages, or (3) differing acidity of coagulants, producing a performance advantage for the more acidic coagulant.
Citing Literature
Number of times cited according to CrossRef: 75
- William J. Raseman, Joseph R. Kasprzyk, R. Scott Summers, Amanda K. Hohner, Fernando L. Rosario-Ortiz, Multi-objective optimization of water treatment operations for disinfection byproduct control, Environmental Science: Water Research & Technology, 10.1039/C9EW00850K, (2020).
- Chao Zeng, Ariel Atkinson, Naushita Sharma, Harsh Ashani, Annika Hjelmstad, Krishishvar Venkatesh, Paul Westerhoff, Removing per‐ and polyfluoroalkyl substances from groundwaters using activated carbon and ion exchange resin packed columns, AWWA Water Science, 10.1002/aws2.1172, 2, 1, (2020).
- Nicolas Beauchamp, Christian Bouchard, Caetano Dorea, Manuel Rodriguez, Ultraviolet absorbance monitoring for removal of DBP-precursor in waters with variable quality: Enhanced coagulation revisited, Science of The Total Environment, 10.1016/j.scitotenv.2020.137225, 717, (137225), (2020).
- S. Hoffmeister, K. R. Murphy, C. Cascone, J. L. J. Ledesma, S. J. Köhler, Evaluating the accuracy of two in situ optical sensors to estimate DOC concentrations for drinking water production , Environmental Science: Water Research & Technology, 10.1039/D0EW00150C, 6, 10, (2891-2901), (2020).
- Mohamad Fared Murshed, Reza Mohammadpour, Christopher Chow, Comparing the log‐response curve and adsorption isotherm model for removing dissolved organic matter during La Nina event, Water and Environment Journal, 10.1111/wej.12611, 0, 0, (2020).
- Kyle A. Thompson, Evan W. Valencia, R. Scott Summers, Sherri M. Cook, Sorption, coagulation, and biodegradation for graywater treatment, Water Science and Technology, 10.2166/wst.2020.273, (2020).
- Surachai Wongcharee, Vasantha Aravinthan, Laszlo Erdei, Removal of natural organic matter and ammonia from dam water by enhanced coagulation combined with adsorption on powdered composite nano-adsorbent, Environmental Technology & Innovation, 10.1016/j.eti.2019.100557, (2019).
- P. Krzeminski, C. Vogelsang, T. Meyn, S.J. Köhler, H. Poutanen, H.A. de Wit, W. Uhl, Natural organic matter fractions and their removal in full-scale drinking water treatment under cold climate conditions in Nordic capitals, Journal of Environmental Management, 10.1016/j.jenvman.2019.02.024, (2019).
- Juliana R. Laszakovits, Allison A. MacKay, Removal of Cyanotoxins by Potassium Permanganate: Incorporating Competition from Natural Water Constituents, Water Research, 10.1016/j.watres.2019.02.018, (2019).
- Christopher H. Jones, John Meyer, Pablo K. Cornejo, William Hogrewe, Chad J. Seidel, Sherri M. Cook, A new framework for small drinking water plant sustainability support and decision-making, Science of The Total Environment, 10.1016/j.scitotenv.2019.133899, 695, (133899), (2019).
- Wenhui Gan, Arjun K. Venkatesan, Onur G. Apul, Francois Perreault, Xin Yang, Paul Westerhoff, Bromide and Other Halide Ion Removal From Drinking Waters Using Silver‐Amended Coagulation, Journal AWWA, 10.1002/awwa.1049, 110, 6, (13-24), (2018).
- Nicolas Beauchamp, Olivier Laflamme, Sabrina Simard, Caetano Dorea, Geneviève Pelletier, Christian Bouchard, Manuel Rodriguez, Relationships between DBP concentrations and differential UV absorbance in full-scale conditions, Water Research, 10.1016/j.watres.2017.12.031, 131, (110-121), (2018).
- Christopher H. Jones, Leigh G. Terry, R. Scott Summers, Sherri M. Cook, Environmental life cycle comparison of conventional and biological filtration alternatives for drinking water treatment, Environmental Science: Water Research & Technology, 10.1039/C8EW00272J, 4, 10, (1464-1479), (2018).
- Sydney L. Ulliman, David B. Miklos, Uwe Hübner, Jörg E. Drewes, Karl G. Linden, Improving UV/H 2 O 2 performance following tertiary treatment of municipal wastewater , Environmental Science: Water Research & Technology, 10.1039/C8EW00233A, 4, 9, (1321-1330), (2018).
- Roger Swan, John Bridgeman, Mark Sterling, Optimisation of water treatment works performance using genetic algorithms, Journal of Hydroinformatics, 10.2166/hydro.2017.083, 19, 5, (719-733), (2017).
- Lindsay E. Anderson, Wendy H. Krkošek, Amina K. Stoddart, Benjamin F. Trueman, Graham A. Gagnon, Lake Recovery Through Reduced Sulfate Deposition: A New Paradigm for Drinking Water Treatment, Environmental Science & Technology, 10.1021/acs.est.6b04889, 51, 3, (1414-1422), (2017).
- Volker Hormann, Helmut W. Fischer, The physicochemical distribution of 131I in a municipal wastewater treatment plant, Journal of Environmental Radioactivity, 10.1016/j.jenvrad.2017.07.008, 178-179, (55-62), (2017).
- Shashika Madushi Korotta-Gamage, Arumugam Sathasivan, Potential of a biologically activated carbon treatment to remove organic carbon from surface waters, International Biodeterioration & Biodegradation, 10.1016/j.ibiod.2017.05.025, 124, (82-90), (2017).
- Qi Zheng, Xiaoqiu Yang, Wenchao Deng, X. Chris Le, Xing-Fang Li, Characterization of natural organic matter in water for optimizing water treatment and minimizing disinfection by-product formation, Journal of Environmental Sciences, 10.1016/j.jes.2016.03.005, 42, (1-5), (2016).
- Jessica M. Younker, Margaret E. Walsh, Effect of adsorbent addition on floc formation and clarification, Water Research, 10.1016/j.watres.2016.03.044, 98, (1-8), (2016).
- Yucan Liu, Jinming Duan, Wei Li, Simon Beecham, Dennis Mulcahy, Effects of Organic Matter Removal from a Wastewater Secondary Effluent by Aluminum Sulfate Coagulation on Haloacetic Acids Formation, Environmental Engineering Science, 10.1089/ees.2015.0446, 33, 7, (484-493), (2016).
- Roger Swan, John Bridgeman, Mark Sterling, An assessment of static and dynamic models to predict water treatment works performance, Journal of Water Supply: Research and Technology-Aqua, 10.2166/aqua.2016.005, 65, 7, (515-529), (2016).
- Andrew Skeriotis, Nancy Sanchez, Marla Kennedy, David Johnstone, Christopher Miller, Long-Term Comparison of Disinfection By-Product Formation Potential in a Full Scale Treatment Plant Utilizing a Multi-Coagulant Drinking Water Treatment Scheme, Water, 10.3390/w8080318, 8, 8, (318), (2016).
- Ping Lu, James E. Amburgey, A pilot-scale study of Cryptosporidium-sized microsphere removals from swimming pools via sand filtration, Journal of Water and Health, 10.2166/wh.2015.047, 14, 1, (109-120), (2015).
- Emma Brooks, Christopher Freeman, Rachel Gough, Peter J. Holliman, Tracing dissolved organic carbon and trihalomethane formation potential between source water and finished drinking water at a lowland and an upland UK catchment, Science of The Total Environment, 10.1016/j.scitotenv.2015.08.017, 537, (203-212), (2015).
- Marla J. Kennedy, Amir H. Gandomi, Christopher M. Miller, Coagulation modeling using artificial neural networks to predict both turbidity and DOM-PARAFAC component removal, Journal of Environmental Chemical Engineering, 10.1016/j.jece.2015.10.010, 3, 4, (2829-2838), (2015).
- James F. Saunders, Amanda K. Hohner, R. Scott Summers, Fernando L. Rosario‐Ortiz, Regulating Chlorophyll a to Control DBP Precursors in Water Supply Reservoirs, Journal AWWA, 10.5942/jawwa.2015.107.0153, 107, 11, (E603-E612), (2015).
- Julie A. Korak, Fernando L. Rosario-Ortiz, R. Scott Summers, Evaluation of optical surrogates for the characterization of DOM removal by coagulation, Environmental Science: Water Research & Technology, 10.1039/C5EW00024F, 1, 4, (493-506), (2015).
- Harsha Ratnaweera, Joachim Fettig, State of the Art of Online Monitoring and Control of the Coagulation Process, Water, 10.3390/w7116574, 7, 11, (6574-6597), (2015).
- Félix Plourde-Lescelleur, Isabelle Papineau, Annie Carrière, Alain Gadbois, Benoit Barbeau, NOM removal: evaluating five process alternatives to alum coagulation, Journal of Water Supply: Research and Technology-Aqua, 10.2166/aqua.2014.090, 64, 3, (278-289), (2014).
- Christina C. Davis, Marc Edwards, Coagulation With Hydrolyzing Metal Salts: Mechanisms and Water Quality Impacts, Critical Reviews in Environmental Science and Technology, 10.1080/10643389.2012.718947, 44, 4, (303-347), (2014).
- Sanghyun Jeong, Arumugam Sathasivan, George Kastl, Wang Geun Shim, Saravanamuthu Vigneswaran, Experimental investigation and modeling of dissolved organic carbon removal by coagulation from seawater, Chemosphere, 10.1016/j.chemosphere.2013.09.022, 95, (310-316), (2014).
- Rachel Gough, Peter J. Holliman, Naomi Willis, Christopher Freeman, Dissolved organic carbon and trihalomethane precursor removal at a UK upland water treatment works, Science of The Total Environment, 10.1016/j.scitotenv.2013.08.048, 468-469, (228-239), (2014).
- Miguel S. Arias, R. Scott Summers, Fate of Characterized and Uncharacterized Halogenated Organic Matter during Coagulation of Natural Waters with Chlorine or Chlorine Dioxide Application, Advances in the Physicochemical Characterization of Dissolved Organic Matter: Impact on Natural and Engineered Systems, 10.1021/bk-2014-1160.ch012, (235-256), (2014).
- Sabir Hussain, John van Leeuwen, Christopher Chow, Simon Beecham, Mohammad Kamruzzaman, Dongsheng Wang, Mary Drikas, Rupak Aryal, Removal of organic contaminants from river and reservoir waters by three different aluminum-based metal salts: Coagulation adsorption and kinetics studies, Chemical Engineering Journal, 10.1016/j.cej.2013.03.119, 225, (394-405), (2013).
- Jiankun Xie, Dongsheng Wang, John van Leeuwen, Yanmei Zhao, Linan Xing, Christopher W.K. Chow, pH modeling for maximum dissolved organic matter removal by enhanced coagulation, Journal of Environmental Sciences, 10.1016/S1001-0742(11)60717-1, 24, 2, (276-283), (2012).
- Mingquan Yan, Dongsheng Wang, Jiankun Xie, Chunxia Liu, Jixia Cheng, Christopher W.K. Chow, John van Leeuwen, Investigation of the adsorption characteristics of natural organic matter from typical Chinese surface waters onto alumina using quartz crystal microbalance with dissipation, Journal of Hazardous Materials, 10.1016/j.jhazmat.2012.02.039, 215-216, (115-121), (2012).
- Rachel Gough, Peter J. Holliman, Naomi Willis, Timothy G. Jones, Christopher Freeman, Influence of habitat on the quantity and composition of leachable carbon in the O2 horizon: Potential implications for potable water treatment, Lake and Reservoir Management, 10.1080/07438141.2012.741187, 28, 4, (282-292), (2012).
- Jinming Duan, Xiaoting Cao, Cheng Chen, Dongrui Shi, Genmao Li, Dennis Mulcahy, Effects of Ca(OH)2 assisted aluminum sulfate coagulation on the removal of humic acid and the formation potentials of tri-halomethanes and haloacetic acids in chlorination, Journal of Environmental Sciences, 10.1016/S1001-0742(11)60953-4, 24, 9, (1609-1615), (2012).
- Liu Qi-feng, Zhou Xin-tao, Li Zai-dong, Zhan Zhi-gang, undefined, 2012 International Conference on Computer Distributed Control and Intelligent Environmental Monitoring, 10.1109/CDCIEM.2012.123, (497-500), (2012).
- Djamel Ghernaout, Badiaa Ghernaout, Amara Kellil, Natural organic matter removal and enhanced coagulation as a link between coagulation and electrocoagulation, Desalination and Water Treatment, 10.5004/dwt.2009.116, 2, 1-3, (203-222), (2012).
- Hongtao Wang, Arturo A. Keller, Kristin K. Clark, Natural organic matter removal by adsorption onto magnetic permanently confined micelle arrays, Journal of Hazardous Materials, 10.1016/j.jhazmat.2011.07.093, 194, (156-161), (2011).
- Margaret E. Walsh, Na Zhao, Graham A. Gagnon, Development of a bench-scale immersed ultrafiltration apparatus for coagulation pretreatment experiments, Journal of Environmental Science and Health, Part A, 10.1080/10934529.2011.562860, 46, 6, (648-658), (2011).
- T. Bond, E.H. Goslan, S.A. Parsons, B. Jefferson, Treatment of disinfection by‐product precursors, Environmental Technology, 10.1080/09593330.2010.495138, 32, 1, (1-25), (2011).
- P. Huck, M. Sozański, Chemical Basis for Water Technology, Treatise on Water Science, 10.1016/B978-0-444-53199-5.00069-5, (429-469), (2011).
- Hongtao Wang, Arturo A. Keller, Fengting Li, Natural Organic Matter Removal by Adsorption onto Carbonaceous Nanoparticles and Coagulation, Journal of Environmental Engineering, 10.1061/(ASCE)EE.1943-7870.0000247, 136, 10, (1075-1081), (2010).
- Christopher W.K. Chow, John A. van Leeuwen, Rolando Fabris, Mary Drikas, Optimised coagulation using aluminium sulfate for the removal of dissolved organic carbon, Desalination, 10.1016/j.desal.2008.06.014, 245, 1-3, (120-134), (2009).
- Pen-Chi Chiang, E.-E. Chang, Pin-Cheng Chang, Chin-Pao Huang, Effects of pre-ozonation on the removal of THM precursors by coagulation, Science of The Total Environment, 10.1016/j.scitotenv.2009.07.024, 407, 21, (5735-5742), (2009).
- Jinkeun Kim, Fate of THMs and HAAs in low TOC surface water, Environmental Research, 10.1016/j.envres.2008.11.003, 109, 2, (158-165), (2009).
- Erin Towler, Balaji Rajagopalan, R. Scott Summers, Using Parametric and Nonparametric Methods to Model Total Organic Carbon, Alkalinity, and pH after Conventional Surface Water Treatment, Environmental Engineering Science, 10.1089/ees.2008.0341, 26, 8, (1299-1308), (2009).
- A. Gottfried, A.D. Shepard, K. Hardiman, M.E. Walsh, Impact of recycling filter backwash water on organic removal in coagulation–sedimentation processes, Water Research, 10.1016/j.watres.2008.08.011, 42, 18, (4683-4691), (2008).
- Mingquan Yan, Dongsheng Wang, Jianfeng Yu, Jinren Ni, Marc Edwards, Jiuhui Qu, Enhanced coagulation with polyaluminum chlorides: Role of pH/Alkalinity and speciation, Chemosphere, 10.1016/j.chemosphere.2008.01.019, 71, 9, (1665-1673), (2008).
- Md. M. Mortula, Graham A. Gagnon, Phosphorus treatment of secondary municipal effluent using oven-dried alum residual, Journal of Environmental Science and Health, Part A, 10.1080/10934520701518265, 42, 11, (1685-1691), (2007).
- Dongsheng Wang, Hongxiao Tang, Quantitative Model of Coagulation with Inorganic Polymer Flocculant PACl: Application of the PCNM, Journal of Environmental Engineering, 10.1061/(ASCE)0733-9372(2006)132:5(434), 132, 5, (434-441), (2006).
- Chi-Wang Li, Mark M Benjamin, Gregory V Korshin, Characterization of NOM and its adsorption by iron oxide coated sand (IOCS) using UV and fluorescence spectroscopy, Journal of Environmental Engineering and Science, 10.1139/s06-012, 5, 6, (467-472), (2006).
- Mustafa Bob, Harold W. Walker, Lime-Soda Softening Process Modifications for Enhanced NOM Removal, Journal of Environmental Engineering, 10.1061/(ASCE)0733-9372(2006)132:2(158), 132, 2, (158-165), (2006).
- E.L. Sharp, P. Jarvis, S.A. Parsons, B. Jefferson, Impact of fractional character on the coagulation of NOM, Colloids and Surfaces A: Physicochemical and Engineering Aspects, 10.1016/j.colsurfa.2006.03.009, 286, 1-3, (104-111), (2006).
- J. van Leeuwen, R. Daly, M. Holmes, Modeling the treatment of drinking water to maximize dissolved organic matter removal and minimize disinfection by-product formation, Desalination, 10.1016/j.desal.2004.10.024, 176, 1-3, (81-89), (2005).
- George Kastl, Arumugam Sathasivan, Ian Fisher, John Van Leeuwen, Modeling DOC Removal Enhanced Coagulation, Journal AWWA, 10.1002/j.1551-8833.2004.tb10557.x, 96, 2, (79-89), (2004).
- J C Bourgeois, M E Walsh, G A Gagnon, Comparison of process options for treatment of water treatment residual streams, Journal of Environmental Engineering and Science, 10.1139/s04-017, 3, 6, (477-484), (2004).
- J.C Bourgeois, M.E Walsh, G.A Gagnon, Treatment of drinking water residuals: comparing sedimentation and dissolved air flotation performance with optimal cation ratios, Water Research, 10.1016/j.watres.2003.11.018, 38, 5, (1173-1182), (2004).
- Wen Po Cheng, Ruey Fang Yu, Chien Hsun Chen, Che Hsun Chi, Enhanced Coagulation on Reservoir Water by Dual Inorganic Coagulants, Environmental Engineering Science, 10.1089/109287503321671438, 20, 3, (229-235), (2003).
- Wen Po Cheng, Fung-Hwa Chi, Influence of eutrophication on the coagulation efficiency in reservoir water, Chemosphere, 10.1016/S0045-6535(03)00510-1, 53, 7, (773-778), (2003).
- Laurie S. McNeill, Marc Edwards, Degradation of Drinking Water Treatment Plant Infrastructure from Enhanced Coagulation, Journal of Infrastructure Systems, 10.1061/(ASCE)1076-0342(2003)9:4(145), 9, 4, (145-156), (2003).
- Laurie S. McNeill, Marc Edwards, Phosphate inhibitor use at US utilities, Journal AWWA, 10.1002/j.1551-8833.2002.tb09506.x, 94, 7, (57-63), (2002).
- P. Hagare, R. Thiruvenkatachari, H. H. Ngo, A FEASIBILITY STUDY OF USING HEMATITE TO REMOVE DISSOLVED ORGANIC CARBON IN WATER TREATMENT, Separation Science and Technology, 10.1081/SS-100106109, 36, 11, (2547-2559), (2001).
- Marc Edwards, Nicolle Sprague, Organic matter and copper corrosion by-product release: a mechanistic study, Corrosion Science, 10.1016/S0010-938X(00)00071-8, 43, 1, (1-18), (2001).
- Kenneth H. Carlson, Dean Gregory, Optimizing Water Treatment with Two-Stage Coagulation, Journal of Environmental Engineering, 10.1061/(ASCE)0733-9372(2000)126:6(556), 126, 6, (556-561), (2000).
- Tai Tseng, Brad D. Segal, Marc Edwards, Increasing alkalinity to reduce turbidity, Journal AWWA, 10.1002/j.1551-8833.2000.tb08958.x, 92, 6, (44-54), (2000).
- Berrin Tansel, Jayadev Regula, Coagulation enhanced centrifugation for treatment of petroleum hydrocarbon contaminated waters, Journal of Environmental Science and Health, Part A, 10.1080/10934520009377055, 35, 9, (1557-1575), (2000).
- Tai Tseng, Marc Edwards, Predicting full‐scale TOC removal, Journal AWWA, 10.1002/j.1551-8833.1999.tb08622.x, 91, 4, (159-170), (1999).
- Daniel Urfer, Peter M. Huck, Graham A. Gagnon, Dennis Mutti, Franklyn Smith, Modeling enhanced coagulation to improve ozone disinfection, Journal AWWA, 10.1002/j.1551-8833.1999.tb08600.x, 91, 3, (59-73), (1999).
- A. Kouras, A. Zouboulis, C. Samara, Th. Kouimtzis, Removal of pesticides from aqueous solutions by combined physicochemical processes—the behaviour of lindane, Environmental Pollution, 10.1016/S0269-7491(98)00124-9, 103, 2-3, (193-202), (1998).
- Yu‐Jung Chang, Kwang‐Ho Choo, Mark M. Benjamin, Steve Reiber, Combined adsorption—UF process increases TOC removal, Journal AWWA, 10.1002/j.1551-8833.1998.tb08438.x, 90, 5, (90-102), (1998).
- Marc Edwards, Beorn Courtney, P. S. Heppler, Mark Hernandez, Beneficial Discharge of Iron Coagulation Sludge to Sewers, Journal of Environmental Engineering, 10.1061/(ASCE)0733-9372(1997)123:10(1027), 123, 10, (1027-1032), (1997).





