Journal of Computing and Information Science in Engineering · 2004 · 58 citations · 20 references
ArchitectureDesignComputer-aided DesignData MiningProduct DesignDesign Decision SupportDesign InformaticsDesign RepresentationProduct ConfigurationDesign ConstraintsDesign Constraints ModelingDesign Variant GenerationEngineering Design ProcessMaterials Data MiningProduct Variant ConfigurationVariant Bill Of MaterialsVariant Management
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.
20
Mining association rules between sets of items in large databases
Rakesh Agrawal, Tomasz Imieliński, Arun Swami · 1993 · 14.8K citations · Full text
Integrating classification and association rule mining
Efficient and Effective Clustering Methods for Spatial Data Mining
Raymond T. Ng, Jiawei Han · 1994 · 1.8K citations