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    Metrics for Quality Assessment of a Multiobjective Design Optimization Solution Set

    Source: Journal of Mechanical Design:;2001:;volume( 123 ):;issue: 001::page 18
    Author:
    Jin Wu
    ,
    Graduate Research Assistant
    ,
    Shapour Azarm
    DOI: 10.1115/1.1329875
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In this paper, several new set quality metrics are introduced that can be used to evaluate the “goodness” of an observed Pareto solution set. These metrics, which are formulated in closed-form and geometrically illustrated, include hyperarea difference, Pareto spread, accuracy of an observed Pareto frontier, number of distinct choices and cluster. The metrics should enable a designer to either monitor the quality of an observed Pareto solution set as obtained by a multiobjective optimization method, or compare the quality of observed Pareto solution sets as reported by different multiobjective optimization methods. A vibrating platform example is used to demonstrate the calculation of these metrics for an observed Pareto solution set.
    keyword(s): Design , Optimization AND Pareto optimization ,
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      Metrics for Quality Assessment of a Multiobjective Design Optimization Solution Set

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    http://yetl.yabesh.ir/yetl1/handle/yetl/125650
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    contributor authorJin Wu
    contributor authorGraduate Research Assistant
    contributor authorShapour Azarm
    date accessioned2017-05-09T00:05:34Z
    date available2017-05-09T00:05:34Z
    date copyrightMarch, 2001
    date issued2001
    identifier issn1050-0472
    identifier otherJMDEDB-27689#18_1.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/125650
    description abstractIn this paper, several new set quality metrics are introduced that can be used to evaluate the “goodness” of an observed Pareto solution set. These metrics, which are formulated in closed-form and geometrically illustrated, include hyperarea difference, Pareto spread, accuracy of an observed Pareto frontier, number of distinct choices and cluster. The metrics should enable a designer to either monitor the quality of an observed Pareto solution set as obtained by a multiobjective optimization method, or compare the quality of observed Pareto solution sets as reported by different multiobjective optimization methods. A vibrating platform example is used to demonstrate the calculation of these metrics for an observed Pareto solution set.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleMetrics for Quality Assessment of a Multiobjective Design Optimization Solution Set
    typeJournal Paper
    journal volume123
    journal issue1
    journal titleJournal of Mechanical Design
    identifier doi10.1115/1.1329875
    journal fristpage18
    journal lastpage25
    identifier eissn1528-9001
    keywordsDesign
    keywordsOptimization AND Pareto optimization
    treeJournal of Mechanical Design:;2001:;volume( 123 ):;issue: 001
    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