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

    Source: Journal of Water Resources Planning and Management:;2020:;Volume ( 146 ):;issue: 012
    Author:
    Haixing Liu
    ,
    Christine A. Shoemaker
    ,
    Yunzhong Jiang
    ,
    Guangtao Fu
    ,
    Chi Zhang
    DOI: 10.1061/(ASCE)WR.1943-5452.0001299
    Publisher: ASCE
    Abstract: 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.
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      Preconditioning Water Distribution Network Optimization with Head Loss–Based Design Method

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    http://yetl.yabesh.ir/yetl1/handle/yetl/4267934
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    contributor authorHaixing Liu
    contributor authorChristine A. Shoemaker
    contributor authorYunzhong Jiang
    contributor authorGuangtao Fu
    contributor authorChi Zhang
    date accessioned2022-01-30T21:17:08Z
    date available2022-01-30T21:17:08Z
    date issued12/1/2020 12:00:00 AM
    identifier other%28ASCE%29WR.1943-5452.0001299.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4267934
    description abstractThis 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.
    publisherASCE
    titlePreconditioning Water Distribution Network Optimization with Head Loss–Based Design Method
    typeJournal Paper
    journal volume146
    journal issue12
    journal titleJournal of Water Resources Planning and Management
    identifier doi10.1061/(ASCE)WR.1943-5452.0001299
    page11
    treeJournal of Water Resources Planning and Management:;2020:;Volume ( 146 ):;issue: 012
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
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