Agricultural effluent control under uncertainty: An inexact double-sided fuzzy chance-constrained model

An inexact double-sided fuzzy chance-constrained programming (IDFCCP) method was developed in this study and applied to an agricultural effluent control management problem. IDFCCP was formulated through incorporating interval linear programming (ILP) into a double-sided fuzzy chance-constrained programming (DFCCP) framework, and could be used to deal with uncertainties expressed as not only possibility distributions associated with both left- and right-hand-side components of constraints but also discrete intervals in the objective function. The study results indicated that IDFCCP allowed violation of system constraints at specified confidence levels, where each confidence level consisted of two reliability scenarios. This could lead to model solutions with high system benefits under acceptable risk magnitudes. Furthermore, the introduction of ILP allowed uncertain information presented as discrete intervals to be communicated into the optimization process, such that a variety of decision alternatives can be generated by adjusting the decision-variable values within their intervals. The proposed model could help decision makers establish various production patterns with cost-effective water quality management schemes under complex uncertainties, and gain in-depth insights into the trade-offs between system economy and reliability.

[1]  J. H. Ellis,et al.  Stochastic water quality optimization using imbedded chance constraints , 1987 .

[2]  Benoît Julien,et al.  Water quality management with imprecise information , 1994 .

[3]  Risto Lahdelma,et al.  Fuzzy chance constrained linear programming model for optimizing the scrap charge in steel production , 2008, Eur. J. Oper. Res..

[4]  Yogendra Shastri,et al.  Sensor Placement in Water Networks: A Stochastic Programming Approach , 2006 .

[5]  S. M. Wu,et al.  An interactive inexact-fuzzy approach for multiobjective planning of water resource systems , 1997 .

[6]  Guo H. Huang,et al.  An interval-parameter fuzzy two-stage stochastic program for water resources management under uncertainty , 2005, Eur. J. Oper. Res..

[7]  Keith W. Hipel,et al.  Fuzzy Relation Analysis for Multicriteria Water Resources Management , 1999 .

[8]  G. H. Huang,et al.  A hybrid inexact-stochastic water management model , 1998, Eur. J. Oper. Res..

[9]  G H Huang,et al.  An interval-parameter stochastic robust optimization model for supporting municipal solid waste management under uncertainty. , 2010, Waste management.

[10]  G H Huang,et al.  Barriers to sustainable water-quality management. , 2001, Journal of environmental management.

[11]  Guohe Huang,et al.  AN INEXACT TWO-STAGE STOCHASTIC PROGRAMMING MODEL FOR WATER RESOURCES MANAGEMENT UNDER UNCERTAINTY , 2000 .

[12]  Baoding Liu,et al.  Chance constrained programming with fuzzy parameters , 1998, Fuzzy Sets Syst..

[13]  P. P. Mujumdar,et al.  Risk minimization in water quality control problems of a river system , 2006 .

[14]  Bing Chen,et al.  IFMEP: an interval fuzzy multiobjective environmental planning model for urban systems , 2008 .

[15]  Guohe Huang,et al.  Combining Simulation with Evolutionary Algorithms for Optimal Planning Under Uncertainty: An Application to Municipal Solid Waste Management Planning in the Reginonal Municipality of Hamilton-Wentworth , 2003 .

[16]  N B Chang,et al.  Identification of river water quality using the fuzzy synthetic evaluation approach. , 2001, Journal of environmental management.

[17]  M. Fiedler,et al.  Linear Optimization Problems with Inexact Data , 2006 .

[18]  Guo H Huang,et al.  Robust stochastic fuzzy possibilistic programming for environmental decision making under uncertainty. , 2009, The Science of the total environment.

[19]  Mohammad Karamouz,et al.  A stochastic conflict resolution model for water quality management in reservoir–river systems , 2007 .

[20]  Son-Lin Nie,et al.  A two-stage fuzzy robust integer programming approach for capacity planning of environmental management systems , 2008, Eur. J. Oper. Res..

[21]  Gordon H. Huang,et al.  An interval-parameter multi-stage stochastic programming model for water resources management under uncertainty , 2006 .

[22]  Hongwei Lu,et al.  A simulation-based fuzzy chance-constrained programming model for optimal groundwater remediation under uncertainty , 2008 .

[23]  L. Zadeh Fuzzy sets as a basis for a theory of possibility , 1999 .

[24]  Jasbir S. Arora,et al.  Survey of multi-objective optimization methods for engineering , 2004 .

[25]  M. B. Beck,et al.  Water quality modeling: A review of the analysis of uncertainty , 1987 .

[26]  Guohe Huang,et al.  Inexact two-stage stochastic robust optimization model for water resources management under uncertainty. , 2009 .

[27]  Gordon H. Huang,et al.  A derivative algorithm for inexact quadratic program - application to environmental decision-making under uncertainty , 2001, Eur. J. Oper. Res..

[28]  R. Słowiński,et al.  Stochastic Versus Fuzzy Approaches to Multiobjective Mathematical Programming under Uncertainty , 1990, Theory and Decision Library.

[29]  Hidetomo Ichihashi,et al.  Fuzzy Programming: A Survey of Recent Developments , 1990 .

[30]  Guohe Huang,et al.  A GREY LINEAR PROGRAMMING APPROACH FOR MUNICIPAL SOLID WASTE MANAGEMENT PLANNING UNDER UNCERTAINTY , 1992 .

[31]  Hugh Ellis,et al.  STOCHASTIC DYNAMIC PROGRAMMING MODELS FOR WATER QUALITY MANAGEMENT , 1993 .

[32]  Shu‐Kuang Ning,et al.  Screening the relocation strategies of water quality monitoring stations by compromise programming , 2005 .

[33]  Guo H. Huang,et al.  An interval-parameter fuzzy nonlinear optimization model for stream water quality management under uncertainty , 2007, Eur. J. Oper. Res..

[34]  Ni-Bin Chang,et al.  Optimal Management of Environmental and Land Resources in a Reservoir Watershed by Multiobjective Programming , 1995 .

[35]  S.A. Torabi,et al.  An interactive possibilistic programming approach for multiple objective supply chain master planning , 2008, Fuzzy Sets Syst..

[36]  Ping Guo,et al.  An inexact fuzzy-chance-constrained two-stage mixed-integer linear programming approach for flood diversion planning under multiple uncertainties , 2010 .

[37]  Guohe Huang,et al.  Robust optimisation for inexact water quality management under uncertainty , 2008 .

[38]  Guohe Huang,et al.  A Genetic-Algorithm-Aided Stochastic Optimization Model for Regional Air Quality Management under Uncertainty , 2010, Journal of the Air & Waste Management Association.

[39]  Yong Liu,et al.  An Interval Fuzzy Multiobjective Watershed Management Model for the Lake Qionghai Watershed, China , 2006 .

[40]  J. Stedinger,et al.  Water resource systems planning and analysis , 1981 .

[41]  Gordon H. Huang,et al.  IPWM: AN INTERVAL PARAMETER WATER QUALITY MANAGEMENT MODEL , 1996 .

[42]  G H Huang,et al.  A system dynamics approach for regional environmental planning and management: a study for the Lake Erhai Basin. , 2001, Journal of environmental management.

[43]  P. P. Mujumdar,et al.  Grey fuzzy optimization model for water quality management of a river system , 2006 .

[44]  Ni-Bin Chang,et al.  Optimal Expansion of Water Quality Monitoring Network by Fuzzy Optimization Approach , 2004, Environmental monitoring and assessment.

[45]  Paulo Chaves,et al.  Optimization of storage reservoir considering water quantity and quality , 2003 .

[46]  Douglas A. Haith Environmental systems optimization , 1982 .

[47]  P P Mujumdar,et al.  An imprecise fuzzy risk approach for water quality management of a river system. , 2009, Journal of environmental management.

[48]  Xingsheng Gu,et al.  Chance constrained programming models for refinery short-term crude oil scheduling problem , 2009 .

[49]  G. Huang,et al.  Grey integer programming: An application to waste management planning under uncertainty , 1995 .

[50]  Guohe Huang,et al.  SRFILP: A Stochastic Robust Fuzzy Interval Linear Programming Model for Municipal Solid Waste Management under Uncertainty , 2009 .

[51]  G. H. Huang,et al.  A fuzzy-stochastic robust programming model for regional air quality management under uncertainty , 2003 .