A hybrid inverse transient model for leakage detection and roughness calibration in pipe networks

被引:148
作者
Kapelan, ZS [1 ]
Savic, DA [1 ]
Walters, GA [1 ]
机构
[1] Univ Exeter, Sch Engn & Comp Sci, Dept Engn, Exeter EX4 4QF, Devon, England
关键词
network leak detection; genetic algorithm; Levenberg-Marquardt algorithm; hybrid optimisation; inverse transient model; calibration; waterhammer;
D O I
10.1080/00221680309499993
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Leakage detection and calibration of hydraulic models are important issues for the management of water and other distribution networks. An inverse transient model based on a hybrid search technique is presented here. The inverse model is developed mainly for the detection of leaks in water distribution networks. The inverse transient procedure is formulated as a constrained optimisation problem of weighted least-squares type. Two optimisation techniques are tested: the genetic algorithm (GA) and the Levenberg-Marquardt (LM) method. After examining their performance, a new hybrid genetic algorithm (HGA) is developed to exploit the advantages of combining the two methods. The resulting HGA-based inverse transient model is compared with the GA and LM-based inverse transient models using two case studies. The HGA-based inverse transient model proved to be more stable than the LM-based model and it is more accurate and much faster than the GA-based inverse transient model.
引用
收藏
页码:481 / 492
页数:12
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