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    Title: An Integrated Approach of ART1 and Tabu Search to Solve Cell Formation Problems
    Authors: 陳明良;吳忠敏;陳春龍
    Date: 2002-05
    Issue Date: 2009-01-17 16:09:38 (UTC+8)
    Abstract: Adaptive resonance theory (ART1) network is one of the many popular neural networks used to solve the cell formation problem. Several modifications of ART1 for the problem have recently been published. In this study, a modified ART1 network is integrated with an effective optimization technique, Tabu Search (TS), to solve cell formation problems. The number of exceptional elements (EE) and group efficiency (GE) are considered as the objectives for the problems under the constraints of the number of cells and cell size. This proposed heuristic (ART1&TS) first constructs a cell formation using a modified ART1, and then refines the solution using a basic TS heuristic. ART1&TS has been applied to most popular examples in the literature. The computational results showed that it generated the best solutions in most of the examples.
    Relation: 工業工程學刊, 19(3), 62-74
    Data Type: article
    DOI link: http://dx.doi.org/10.1080/10170660209509205
    DOI: 10.1080/10170660209509205
    Appears in Collections:[Department of MIS] Periodical Articles

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