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    Assembly Time Estimation: Assembly Mate Based Structural Complexity Metric Predictive Modeling

    Source: Journal of Computing and Information Science in Engineering:;2014:;volume( 014 ):;issue: 001::page 11004
    Author:
    Owensby, Joseph E.
    ,
    Summers, Joshua D.
    DOI: 10.1115/1.4025808
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: This paper presents an automated tool for estimating assembly times of products based on a three step process: connectivity graph generation from assembly mate information, structural complexity metric analysis of the graph, and application of the complexity metric vector to predictive artificial neural network models. The tool has been evaluated against different training set cases, suggesting that partially defined assembly models and training product variety are critical characteristics. Moreover, the tool is shown to be robust and insensitive to different modeling engineers. The tool has been implemented in a commercial CAD system and shown to yield results of within آ±25% of predicted values. Additional extensions and experiments are recommended to improve the tool.
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      Assembly Time Estimation: Assembly Mate Based Structural Complexity Metric Predictive Modeling

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    http://yetl.yabesh.ir/yetl1/handle/yetl/154213
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    contributor authorOwensby, Joseph E.
    contributor authorSummers, Joshua D.
    date accessioned2017-05-09T01:06:02Z
    date available2017-05-09T01:06:02Z
    date issued2014
    identifier issn1530-9827
    identifier otherjcise_014_01_011004.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/154213
    description abstractThis paper presents an automated tool for estimating assembly times of products based on a three step process: connectivity graph generation from assembly mate information, structural complexity metric analysis of the graph, and application of the complexity metric vector to predictive artificial neural network models. The tool has been evaluated against different training set cases, suggesting that partially defined assembly models and training product variety are critical characteristics. Moreover, the tool is shown to be robust and insensitive to different modeling engineers. The tool has been implemented in a commercial CAD system and shown to yield results of within آ±25% of predicted values. Additional extensions and experiments are recommended to improve the tool.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleAssembly Time Estimation: Assembly Mate Based Structural Complexity Metric Predictive Modeling
    typeJournal Paper
    journal volume14
    journal issue1
    journal titleJournal of Computing and Information Science in Engineering
    identifier doi10.1115/1.4025808
    journal fristpage11004
    journal lastpage11004
    identifier eissn1530-9827
    treeJournal of Computing and Information Science in Engineering:;2014:;volume( 014 ):;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