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    A Data Mining Approach to Forming Generic Bills of Materials in Support of Variant Design Activities

    Source: Journal of Computing and Information Science in Engineering:;2004:;volume( 004 ):;issue: 004::page 316
    Author:
    Carol J. Romanowski
    ,
    Rakesh Nagi
    DOI: 10.1115/1.1812556
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: In variant design, the proliferation of bills of materials makes it difficult for designers to find previous designs that would aid in completing a new design task. This research presents a novel, data mining approach to forming generic bills of materials (GBOMs), entities that represent the different variants in a product family and facilitate the search for similar designs and configuration of new variants. The technical difficulties include: (i) developing families or categories for products, assemblies, and component parts; (ii) generalizing purchased parts and quantifying their similarity; (iii) performing tree union; and (iv) establishing design constraints. These challenges are met through data mining methods such as text and tree mining, a new tree union procedure, and embodying the GBOM and design constraints in constrained XML. The paper concludes with a case study, using data from a manufacturer of nurse call devices, and identifies a new research direction for data mining motivated by the domains of engineering design and information.
    keyword(s): Bills of materials , Design , Data mining , Tree (Data structure) , Mining , Algorithms AND Databases ,
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      A Data Mining Approach to Forming Generic Bills of Materials in Support of Variant Design Activities

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    https://yetl.yabesh.ir/yetl1/handle/yetl/129669
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    contributor authorCarol J. Romanowski
    contributor authorRakesh Nagi
    date accessioned2017-05-09T00:12:23Z
    date available2017-05-09T00:12:23Z
    date copyrightDecember, 2004
    date issued2004
    identifier issn1530-9827
    identifier otherJCISB6-25951#316_1.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/129669
    description abstractIn variant design, the proliferation of bills of materials makes it difficult for designers to find previous designs that would aid in completing a new design task. This research presents a novel, data mining approach to forming generic bills of materials (GBOMs), entities that represent the different variants in a product family and facilitate the search for similar designs and configuration of new variants. The technical difficulties include: (i) developing families or categories for products, assemblies, and component parts; (ii) generalizing purchased parts and quantifying their similarity; (iii) performing tree union; and (iv) establishing design constraints. These challenges are met through data mining methods such as text and tree mining, a new tree union procedure, and embodying the GBOM and design constraints in constrained XML. The paper concludes with a case study, using data from a manufacturer of nurse call devices, and identifies a new research direction for data mining motivated by the domains of engineering design and information.
    publisherThe American Society of Mechanical Engineers (ASME)
    titleA Data Mining Approach to Forming Generic Bills of Materials in Support of Variant Design Activities
    typeJournal Paper
    journal volume4
    journal issue4
    journal titleJournal of Computing and Information Science in Engineering
    identifier doi10.1115/1.1812556
    journal fristpage316
    journal lastpage328
    identifier eissn1530-9827
    keywordsBills of materials
    keywordsDesign
    keywordsData mining
    keywordsTree (Data structure)
    keywordsMining
    keywordsAlgorithms AND Databases
    treeJournal of Computing and Information Science in Engineering:;2004:;volume( 004 ):;issue: 004
    contenttypeFulltext
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