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    Drawing Inspiration From Human Design Teams for Better Search and Optimization: The Heterogeneous Simulated Annealing Teams Algorithm

    Source: Journal of Mechanical Design:;2016:;volume( 138 ):;issue: 004::page 44501
    Author:
    McComb, Christopher
    ,
    Cagan, Jonathan
    ,
    Kotovsky, Kenneth
    DOI: 10.1115/1.4032810
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Insights uncovered by research in design cognition are often utilized to develop methods used by human designers; in this work, such insights are used to inform and improve computational methodologies. This paper introduces the heterogeneous simulated annealing team (HSAT) algorithm, a multiagent simulated annealing (MSA) algorithm. HSAT is based on a validated computational model of humanbased engineering design and retains characteristics of the model that structure interaction between team members and allow for heterogeneous search strategies to be employed within a team. The performance of this new algorithm is compared to several other simulated annealing (SA) based algorithms on three carefully selected benchmarking functions. The HSAT algorithm provides terminal solutions that are better on average than other algorithms explored in this work.
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      Drawing Inspiration From Human Design Teams for Better Search and Optimization: The Heterogeneous Simulated Annealing Teams Algorithm

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    http://yetl.yabesh.ir/yetl1/handle/yetl/161785
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    contributor authorMcComb, Christopher
    contributor authorCagan, Jonathan
    contributor authorKotovsky, Kenneth
    date accessioned2017-05-09T01:30:59Z
    date available2017-05-09T01:30:59Z
    date issued2016
    identifier issn1050-0472
    identifier othermd_138_04_044501.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/161785
    description abstractInsights uncovered by research in design cognition are often utilized to develop methods used by human designers; in this work, such insights are used to inform and improve computational methodologies. This paper introduces the heterogeneous simulated annealing team (HSAT) algorithm, a multiagent simulated annealing (MSA) algorithm. HSAT is based on a validated computational model of humanbased engineering design and retains characteristics of the model that structure interaction between team members and allow for heterogeneous search strategies to be employed within a team. The performance of this new algorithm is compared to several other simulated annealing (SA) based algorithms on three carefully selected benchmarking functions. The HSAT algorithm provides terminal solutions that are better on average than other algorithms explored in this work.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleDrawing Inspiration From Human Design Teams for Better Search and Optimization: The Heterogeneous Simulated Annealing Teams Algorithm
    typeJournal Paper
    journal volume138
    journal issue4
    journal titleJournal of Mechanical Design
    identifier doi10.1115/1.4032810
    journal fristpage44501
    journal lastpage44501
    identifier eissn1528-9001
    treeJournal of Mechanical Design:;2016:;volume( 138 ):;issue: 004
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
    نرم افزار کتابخانه دیجیتال "دی اسپیس" فارسی شده توسط یابش برای کتابخانه های ایرانی | تماس با یابش
    yabeshDSpacePersian