A Data Mining Approach to Forming Generic Bills of Materials in Support of Variant Design ActivitiesSource: Journal of Computing and Information Science in Engineering:;2004:;volume( 004 ):;issue: 004::page 316DOI: 10.1115/1.1812556Publisher: 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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| contributor author | Carol J. Romanowski | |
| contributor author | Rakesh Nagi | |
| date accessioned | 2017-05-09T00:12:23Z | |
| date available | 2017-05-09T00:12:23Z | |
| date copyright | December, 2004 | |
| date issued | 2004 | |
| identifier issn | 1530-9827 | |
| identifier other | JCISB6-25951#316_1.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl/handle/yetl/129669 | |
| description 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. | |
| publisher | The American Society of Mechanical Engineers (ASME) | |
| title | A Data Mining Approach to Forming Generic Bills of Materials in Support of Variant Design Activities | |
| type | Journal Paper | |
| journal volume | 4 | |
| journal issue | 4 | |
| journal title | Journal of Computing and Information Science in Engineering | |
| identifier doi | 10.1115/1.1812556 | |
| journal fristpage | 316 | |
| journal lastpage | 328 | |
| identifier eissn | 1530-9827 | |
| keywords | Bills of materials | |
| keywords | Design | |
| keywords | Data mining | |
| keywords | Tree (Data structure) | |
| keywords | Mining | |
| keywords | Algorithms AND Databases | |
| tree | Journal of Computing and Information Science in Engineering:;2004:;volume( 004 ):;issue: 004 | |
| contenttype | Fulltext |