Water Distribution System Computer-Aided Design by Agent Swarm Optimization

被引:55
|
作者
Montalvo, I. [1 ]
Izquierdo, J. [2 ]
Perez-Garcia, R. [2 ]
Herrera, M. [3 ]
机构
[1] 3SConsult GmbH, Karlsruhe, Germany
[2] Univ Politecn Valencia, FluIng IMM, E-46071 Valencia, Spain
[3] Univ Libre Bruxelles, BATir Dept, Brussels, Belgium
关键词
MULTIOBJECTIVE OPTIMIZATION; GENETIC ALGORITHMS; EVOLUTIONARY OPTIMIZATION; EFFICIENT ALGORITHM; RELIABILITY; MODEL; COST; SIMULATION; DEMAND;
D O I
10.1111/mice.12062
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Optimal design of water distribution systems (WDSs), including the sizing of components, quality control, reliability, renewal, and rehabilitation strategies, etc., is a complex problem in water engineering that requires robust methods of optimization. Classical methods of optimization are not well suited for analyzing highly dimensional, multimodal, nonlinear problems, especially given inaccurate, noisy, discrete, and complex data. Agent Swarm Optimization (ASO) is a novel paradigm that exploits swarm intelligence and borrows some ideas from multiagent-based systems. It is aimed at supporting decision-making processes by solving multiobjective optimization problems. ASO offers robustness through a framework where various population-based algorithms coexist. The ASO framework is described and used to solve the optimal design of WDS. The approach allows engineers to work in parallel with the computational algorithms to force the recruitment of new searching elements, thus contributing to the solution process with expert-based proposals.
引用
收藏
页码:433 / 448
页数:16
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