Uncertainty Quantification for a Middle East Water Supply System

被引:4
|
作者
Bullene, Rachel E. [1 ]
Brooks, J. Paul [1 ]
Boone, Edward L. [1 ]
Lipchin, Clive [2 ]
Sorrell, Toni P. [1 ]
Stewart, Charles R. [1 ]
机构
[1] Virginia Commonwealth Univ, Dept Stat Sci & Operat Res, Med Coll Virginia Campus, Richmond, VA 23284 USA
[2] Arava Inst Environm Studies, IL-88840 Dn Hevel Eilot, Arava, Israel
关键词
Optimization under uncertainty; Integer programming; Bayesian statistics; Water supply system design; LEAST-COST DESIGN; GENETIC ALGORITHMS; OPTIMIZATION; DESALINATION;
D O I
10.1061/(ASCE)WR.1943-5452.0000253
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper introduces a framework for incorporating uncertainty in water supply system models that uses Bayesian statistics and mixed-integer programming. The output of the framework includes the most probable least cost solution, the probability of feasibility for a given solution, component probabilities for each decision, and a distribution of the optimal objective function value. The method is applied to the problem of developing a water supply system design for Israel, Jordan, and the Palestinian territories. The method allows decision makers to evaluate various alternatives for a water supply plan that incorporates uncertainties in future demand and costs. The design of a water supply plan is a concern with properties that are distinct from traditional approaches to the design of water distribution systems; namely, local engineering decisions concerning pipe diameters and water pressure are not explicitly modeled, but large-scale decisions concerning the construction of water conveyances (pipes, canals, and tunnels) and sources (desalination plants) are the focus in the model. DOI: 10.1061/(ASCE)WR.1943-5452.0000253. (C) 2013 American Society of Civil Engineers.
引用
收藏
页码:223 / 234
页数:12
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