Risk minimization in water quality control problems of a river system

Methodologies are presented for minimization of risk in a river water quality management problem. A risk minimization model is developed to minimize the risk of low water quality along a river in the face of conflict among various stake holders. The model consists of three parts: a water quality simulation model, a risk evaluation model with uncertainty analysis and an optimization model. Sensitivity analysis, First Order Reliability Analysis (FORA) and Monte-Carlo simulations are performed to evaluate the fuzzy risk of low water quality. Fuzzy multiobjective programming is used to formulate the multiobjective model. Probabilistic Global Search Laussane (PGSL), a global search algorithm developed recently, is used for solving the resulting non-linear optimization problem. The algorithm is based on the assumption that better sets of points are more likely to be found in the neighborhood of good sets of points, therefore intensifying the search in the regions that contain good solutions. Another model is developed for risk minimization, which deals with only the moments of the generated probability density functions of the water quality indicators. Suitable skewness values of water quality indicators, which lead to low fuzzy risk are identified. Results of the models are compared with the results of a deterministic fuzzy waste load allocation model (FWLAM), when methodologies are applied to the case study of Tunga-Bhadra river system in southern India, with a steady state BOD-DO model. The fractional removal levels resulting from the risk minimization model are slightly higher, but result in a significant reduction in risk of low water quality. (c) 2005 Elsevier Ltd. All rights reserved.

[1]  K. Sasikumar,et al.  Application of fuzzy probability in water quality management of a river system , 2000, Int. J. Syst. Sci..

[2]  Edward A. McBean,et al.  Optimization Modeling of Water Quality in an Uncertain Environment , 1985 .

[3]  W. R. Lynn,et al.  Linear Progamming Models for Water Pollution Control , 1967 .

[4]  H. Zimmermann Fuzzy programming and linear programming with several objective functions , 1978 .

[5]  Ian F. C. Smith,et al.  A direct stochastic algorithm for global search , 2003, Appl. Math. Comput..

[6]  P. P. Mujumdar,et al.  Fuzzy Waste Load Allocation Model: Simulation-Optimization Approach , 2004 .

[7]  Slobodan P. Simonovic,et al.  A fuzzy compromise approach to water resource systems planning under uncertainty , 2000, Fuzzy Sets Syst..

[8]  Ching-Gung Wen,et al.  A neural network approach to multiobjective optimization for water quality management in a river basin , 1998 .

[9]  R. L. Porto,et al.  Integration of Water Quantity and Quality in Strategic River Basin Planning , 2000 .

[10]  Shinichiro Ohgaki,et al.  Chance Constrained Model for River Water Quality Management , 1987 .

[11]  Yeou-Koung Tung,et al.  Multiple-objective waste load allocation , 1989 .

[12]  Charles S. Melching,et al.  Key sources of uncertainty in QUAL2E model of passaic river , 1996 .

[13]  P. P. Mujumdar,et al.  A fuzzy risk approach for seasonal water quality management of a river system , 2002 .

[14]  Shinichiro Ohgaki,et al.  River quality management under stochastic streamflow , 1986 .

[15]  B. Domer,et al.  A study of two stochastic search methods for structural control , 2003 .

[16]  P. P. Mujumdar,et al.  Risk Evaluation in Water Quality Management of a River System , 2004 .

[17]  D. P. Solomatine,et al.  Two Strategies of Adaptive Cluster Covering with Descent and Their Comparison to Other Algorithms , 1999, J. Glob. Optim..

[18]  Donald H. Burn,et al.  Water-Quality Management Through Combined Simulation-Optimization Approach , 1989 .

[19]  Barbara J. Lence,et al.  Chebyshev Model for Water-Quality Management , 1996 .

[20]  D. Solomatine Genetic and other global optimization algorithms - comparison and use in calibration problems , 1998 .

[21]  Edward A. McBean,et al.  Linear stochastic optimization applied to biochemical oxygen demand – dissolved oxygen modelling , 1986 .

[22]  Slobodan P. Simonovic,et al.  Modeling uncertainty in reservoir loss functions using fuzzy sets , 1999 .

[23]  Lucien Duckstein,et al.  Interactive multiobjective programing in water resources: A case study , 1973 .

[24]  Walter R. Lynn,et al.  The optimal allocation of stream dissolved oxygen , 1966 .

[25]  Vijay K. Minocha,et al.  Fuzzy optimization model for water quality management of a river system - Closure , 1999 .

[26]  Barbara J. Lence,et al.  Markov Chain Model for Seasonal-Water Quality Management , 1995 .

[27]  Barbara J. Lence,et al.  Surface water quality management using a multiple‐realization chance constraint method , 1999 .

[28]  B. Raphael,et al.  A probabilistic search algorithm for finding optimally directed solutions , 2000 .