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    Operational Optimization of Water Distribution Systems Using a Hybrid Genetic Algorithm

    Source: Journal of Water Resources Planning and Management:;2004:;Volume ( 130 ):;issue: 002
    Author:
    Jakobus E. van Zyl
    ,
    Dragan A. Savic
    ,
    Godfrey A. Walters
    DOI: 10.1061/(ASCE)0733-9496(2004)130:2(160)
    Publisher: American Society of Civil Engineers
    Abstract: Genetic algorithm (GA) optimization is well suited for optimizing the operation of water distribution systems, especially large and complex systems. GAs have good initial convergence characteristics, but slow down considerably once the region of optimal solution has been identified. In this study the efficiency of GA operational optimization was improved through a hybrid method which combines the GA method with a hillclimber search strategy. Hillclimber strategies complement GAs by being efficient in finding a local optimum. Two hillclimber strategies, the Hooke and Jeeves and Fibonacci methods, were investigated. The hybrid method proved to be superior to the pure GA in finding a good solution quickly, both when applied to a test problem and to a large existing water distribution system.
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      Operational Optimization of Water Distribution Systems Using a Hybrid Genetic Algorithm

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    http://yetl.yabesh.ir/yetl1/handle/yetl/39879
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    • Journal of Water Resources Planning and Management

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    contributor authorJakobus E. van Zyl
    contributor authorDragan A. Savic
    contributor authorGodfrey A. Walters
    date accessioned2017-05-08T21:07:55Z
    date available2017-05-08T21:07:55Z
    date copyrightMarch 2004
    date issued2004
    identifier other%28asce%290733-9496%282004%29130%3A2%28160%29.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/39879
    description abstractGenetic algorithm (GA) optimization is well suited for optimizing the operation of water distribution systems, especially large and complex systems. GAs have good initial convergence characteristics, but slow down considerably once the region of optimal solution has been identified. In this study the efficiency of GA operational optimization was improved through a hybrid method which combines the GA method with a hillclimber search strategy. Hillclimber strategies complement GAs by being efficient in finding a local optimum. Two hillclimber strategies, the Hooke and Jeeves and Fibonacci methods, were investigated. The hybrid method proved to be superior to the pure GA in finding a good solution quickly, both when applied to a test problem and to a large existing water distribution system.
    publisherAmerican Society of Civil Engineers
    titleOperational Optimization of Water Distribution Systems Using a Hybrid Genetic Algorithm
    typeJournal Paper
    journal volume130
    journal issue2
    journal titleJournal of Water Resources Planning and Management
    identifier doi10.1061/(ASCE)0733-9496(2004)130:2(160)
    treeJournal of Water Resources Planning and Management:;2004:;Volume ( 130 ):;issue: 002
    contenttypeFulltext
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