arrow
返回

Preconditioning Water Distribution Network Optimization with Head Loss-Based Design Method

delete2020-12-01
delete9
PRE
AI
刘
刘海星 (Haixing Liu)
C
Christine A. Shoemaker *
Y
Yunzhong Jiang
Guangtao Fu 封面图
Guangtao Fu (Guangtao Fu)
C
Chi Zhang
DOI:10.1061/(ASCE)WR.1943-5452.0001299delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
This paper develops a new domain knowledge-based initial design method for the optimization of water distribution network design. The new initial water distribution network design method, termed as head loss-based design preconditioner (HDP), is based on head loss analysis in the supplying path from source to user. The new HDP-preconditioned search is compared with two algorithms: one preconditioned on a velocity-based initial design method and a simple genetic algorithm without preconditioning. Results show the HDP head loss-based method outperforms the prescreened heuristic sampling method (PHSM) in terms of the quality of the initial solutions and computational efficiency on all three cases. HDP also outperforms stochastic initialization on two of the three cases. The results obtained imply that the proposed domain knowledge-based design method HDP also would be able to provide effective starting conditions for other optimization algorithms, besides genetic algorithm for large water distribution systems, since most optimization methods are greatly assisted by a good starting condition.
Keyword:
Water distribution network
Preconditioning
Optimization
Design
AI总结

AI总结

对已上传原文的论文进行重点信息的提取,主要内容包括:简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Water Resources Management 封面图
Water Resources Management
IF:
4.7
论文数:
8.1K
被引数:
1.6W

机构

C
china institute of water resources & hydropower research
学者数:
3.1K
论文数: 2.9K
被引数: 1
U
University of Exeter
学者数:
2.0W
论文数: 2.1W
被引数: 3.6W
D
Dalian University of Technology
学者数:
6.0W
论文数: 4.4W
被引数: 5.5W
N
National University of Singapore
学者数:
7.6W
论文数: 6.5W
被引数: 11.4W
学者 查看更多机构
引用论文

引用论文

Heuristic Postoptimization Approaches for Design of Water Distribution Systems
err2013-07-01
err10
PREAI
errAndrade, Manuel A.; Kang, Doosun; Choi, Christopher Y.; Lansey, Kevin
err分享
err收藏
State of the Art for Genetic Algorithms and Beyond in Water Resources Planning and Management
err2010-07-01
err529
PREAI
errNicklow, John; Reed, Patrick; Savic, Dragan; Dessalegne, Tibebe; Harrell, Laura; Chan-Hilton, Amy; Karamouz, Mohammad; Minsker, Barbara; Ostfeld, Avi; Singh, Abhishek; Zechman, Emily
err分享
err收藏
Optimal Design of Water Distribution Systems Using Many-Objective Visual Analytics
err2013-11-01
err147
errOAAI
errFu, Guangtao; Kapelan, Zoran; Kasprzyk, Joseph R.; Reed, Patrick
err分享
err收藏
学者 查看更多内容