A novel cellular automata based approach to storm sewer design

被引:46
作者
Guo, Y. [1 ]
Walters, G. A. [1 ]
Khu, S. T. [1 ]
Keedwell, E. [1 ]
机构
[1] Univ Exeter, Sch Engn Comp Sci & Math, Exeter EX4 4QF, Devon, England
关键词
storm sewer; network design; cellular automata;
D O I
10.1080/03052150601128261
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Optimal storm sewer design aims at minimizing capital investment on infrastructure whilst ensuring good system performance under specified design criteria. An innovative sewer design approach based on cellular automata (CA) principles is introduced in this paper. Cellular automata have been applied as computational simulation devices in various scientific fields. However, some recent research has indicated that CA can also be a viable and efficient optimization engine. This engine is heuristic and largely relies on the key properties of CA: locality, homogeneity, and parallelism. In the proposed approach, the CA-based optimizer is combined with a sewer hydraulic simulator, the EPA Storm Water Management Model (SWMM). At each optimization step, according to a set of transition rules, the optimizer updates all decision variables simultaneously based on the hydraulic situation within each neighbourhood. Two sewer networks (one small artificial network and one large real network) have been tested in this study. The CA optimizer demonstrated its ability to obtain near-optimal solutions in a remarkably small number of computational steps in a comparison of its performance with that of a genetic algorithm.
引用
收藏
页码:345 / 364
页数:20
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