Autocalibration of dynamic bacterial growth model for water distribution system using GA

Journal of Water Supply: Research and Technology - AQUA

Volumn 60, Issue 4, 2011, Pages 240-259

  Munavalli, G R ^a   Mohan Kumar, M S ^b  

^a WALCHAND COLLEGE OF ENGINEERING   (India)

^b INDIAN INSTITUTE OF SCIENCE   (India)

Author keywords

Bacterial content; BDOC; Chlorine; Distribution system; GA; Sensitivity

Indexed keywords

AUTO CALIBRATION; BACTERIAL CONTENT; BACTERIAL GROWTH; BACTERIAL REGROWTH; BDOC; BIODEGRADABLE DISSOLVED ORGANIC CARBON; DISTRIBUTION SYSTEMS; ERROR-FREE MEASUREMENTS; OBJECTIVE FUNCTIONS; OPTIMAL SOLUTIONS; PARAMETER VALUES; POTENTIAL TOOL; SENSITIVITY; SENSITIVITY STUDIES; SIMULATION OPTIMIZATION; SPATIAL AND TEMPORAL VARIATION; SYNTHETIC DATA;

BACTERIOLOGY; CHLORINE; GENETIC ALGORITHMS; OPTIMIZATION; ORGANIC CARBON; WATER CONTENT; WATER DISTRIBUTION SYSTEMS;

PARAMETER ESTIMATION;

BACTERIUM; BIODEGRADATION; CALIBRATION; CHLORINE; DATA SET; DISSOLVED ORGANIC CARBON; EXPERIMENTAL STUDY; GENETIC ALGORITHM; GROWTH MODELING; NOISE; OPTIMIZATION; ORGANIC MATTER; REGROWTH; SENSITIVITY ANALYSIS; SPATIOTEMPORAL ANALYSIS; WATER SUPPLY;

BACTERIA (MICROORGANISMS);

EID: 79958801151     PISSN: 00037214     EISSN: None     Source Type: Journal    
DOI: 10.2166/aqua.2011.103     Document Type: Article

References (31)

1. Al-Omari, A. S. & Chaudhry, M. H. 2001 Unsteady state inverse chlorine modeling in pipe networks. J. Hydraul. Eng. 127(8), 669-677. (Pubitemid 32745430)
2. Bois, F. Y., Fahmy, T., Block, J. C. & Gatel, D. 1997 Dynamic modeling of bacteria in a pilot drinking-water distribution system. Water Res. 31(12), 3146-3156. (Pubitemid 27517362)
3. Camper, A. K. 1996 Factors Limiting Microbial Growth in Distribution Systems: Laboratory and Pilot-scale Experiments. Rep. no. 90708. American Water Works Research Foundation, Denver, CO.
4. Datta, R. S. N. & Sridharan, K. 1994 Parameter estimation in water-distribution systems by least squares. J. Water Res. Plan. Mgt. 120(4), 405-422. (Pubitemid 289427)
5. Dukan, S., Levi, Y., Piriou, P., Guyon, F. & Villon, P. 1996 Dynamic modeling of bacterial growth in drinking water networks. Water Res. 30(9), 1991-2002.
6. Geldreich, E. E. 1996 Biofilms in water distribution systems. In: Microbial Quality of Water Supply in Distribution Systems. Lewis Publishers, New York, pp. 293-367.
7. Goldberg, D. E. 1989 Genetic Algorithms in Search, Optimization and Machine Learning. Addison-Wesley, Reading, MA.
8. Haas, C. N. 1999 Benefits of using disinfectant residual. J. AWWA 91(1), 65-69.
9. LeChevallier, M. W. 1990 Coliform regrowth in distribution water: a review. J. AWWA 82(11), 74-86.
10. LeChevallier, M. W., Babock, T. M. & Lee, R G 1987 Examination and characterization of distribution system biofilms. Appl. Environ. Microbiol. 53(12), 2714-2723.
11. LeChevallier, M. W., Cawthon, C. D. & Lee, R G. 1988a Factors promoting survival of bacteria in chlorinated water supplies. Appl. Environ. Microbiol. 54(3), 649-653.
12. LeChevallier, M. W., Cawthon, C. D. & Lee, R G. 1988b Inactivation of biofilm bacteria. Appl. Environ. Microbiol. 54(10), 2492-2499.
13. LeChevallier, M. W., Shaw, N. J. & Smith, D. B. 1996a Factors Limiting Microbial Growth in Distribution Systems: Fullscale Experiments. Rep. no. 90709. American Water Works Research Foundation, Denver, CO.
14. LeChevallier, M. W., Welch, N. J. & Smith Darrell, B. 1996b Full scale studies of factors related to coliform regrowth in drinking water. Appl. Environ. Microbiol. 62(7), 2201-2211. (Pubitemid 26235281)
15. Lingireddy, S. 1998 Aquifer parameter estimation using genetic algorithms and neural networks. Civil Eng. Syst. 15, 125-144. (Pubitemid 128722269)
16. Lu, C, Biswas, P. & Clark, R. M. 1995 Simultaneous transport of substrates, disinfectants and microorganisms in water pipes. Water Res. 29(3), 881-894.
17. Michaelwicz, Z. 1992 Genetic Algorithms + Data Structures = Evolutionary Programs. Springer-Verlag, Berlin.
18. Mulligan, A. E. & Brown, L C. 1998 Genetic algorithms for calibrating water quality models. J. Environ. Eng. 124(3), 202-211.
19. Munavalli, G R & Mohan Kumar, M. S. 2003 Water quality parameter estimation in a steady state distribution system. J. Water Res. Plan. Mgt. 129(2), 124-134. (Pubitemid 36333796)
20. Munavalli, G R & Mohan Kumar, M. S. 2004 Dynamic simulation of multicomponent reaction transport in water distribution systems. Water Res. 38, 1971-1988. (Pubitemid 38496196)
21. Munavalli, G R. & Mohan Kumar, M. S. 2006 Autocalibration of a water distribution model for water quality parameters using GA. J. AWWA 98(9), 109-123. (Pubitemid 44519811)
22. Niranjan Reddy, P. V., Sridharan, K & Rao, P. V. 1996 WLS method for parameter estimation in water distribution networks. J. Water Res. Plan. Mgt. 122(3), 157-164. (Pubitemid 28003955)
23. Rossman, L. A. 2000 EPANET2 User's Manual. Risk Reduction Engineering Laboratory, US Environmental Protection Agency, Cincinnati, OH.
24. Savic, D. A. & Walters, G. A. 1995 Genetic Algorithm Techniques for Calibrating Network Models. Rep. no. 95/12. Centre for Systems and Control Engineering, School of Engineering, University of Exeter, p 41.
25. Servais, P., Laurent, P., Gatel, D. & Prévost, M. 1994 Modeling bacterial dynamics in distribution systems. In: AWWA WQTC Conference Proceeding, San Francisco. AWWA, San Francisco.
26. Simpson, A. R, Dandy, G C. & Murphy, L. J. 1994 Genetic algorithms compared to other techniques for pipe optimization. J. Water Res. Plan. Mgt. 120(4), 423-443. (Pubitemid 290361)
27. van der Kooij, D. 1992 Assimilable organic carbon as an indicator of bacterial regrowth. J. AWWA 84(2), 57-65.
28. Walters, G. A., Savic, D. A., Morley, M. S., de Schaetzen, W. & Atkinson, R. M. 1998 Calibration of water distribution network models using genetic algorithms. In: Hydraulic Engineering Software VII. Blaine, W. R., (ed.). Computational Mechanics Publication, p 131.
29. Zeirolf, M. L., Polycarpou, M. M. & Uber, J. G. 1998 Development and autocalibration of an input-output model of chlorine transport in drinking water distribution systems. IEEE Trans. Control Syst. Technol. 6(4), 543-553. (Pubitemid 128745447)
30. Zhang, W. & DiGiano, F. A. 2002 Comparison of bacterial regrowth in distribution systems using free chlorine and chloramine: a statistical study of causative factors. Water Res. 36(6), 1469-1482. (Pubitemid 34230342)
31. Zhang, W., Miller, C. T. & DiGiano, F. A. 2004 Bacterial regrowth model for water distribution systems incorporating alternating split-operator solution technique. J. Environ. Eng. 130(9), 932-941. (Pubitemid 39147143)