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Genetic Search for Facility Layout Design under Interflows Uncertainty
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- CHENG Runwei
- Graduate School of Engineering, Utsunomiya University
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- GEN Mitsuo
- Dept. of Industrial and Systems Engg., Ashikaga Institute of Technology
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- TOZAWA Tatsumi
- Graduate School of Engineering, Utsunomiya University
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Description
In this paper, we introduce the concept of fuzzy interflow into facility layout design problem and address fuzzy facility layout problem, where the uncertainty of material flows among facilities is represented as trapezoidal fuzzy numbers. Genetic algorithms are applied to such hard fuzzy combinatorial problem. Polish expression is adopted as the coding scheme of chromosome. The condition of legality for Polish expression coding and the condition for searching cut point in a chromosome are given. Based on these conditions, effective initialization procedure and layout construction procedure are built. Fuzzy ranking method is used to select the best layout in fuzzy context. A penalty to the violation of aspect ratio for each facilities is used to guide genetic search effectively towards to the promising part of solution space. The possibility theory and fuzzy integral are used to meaningfully interpret the fuzzy results. The simulation results demonstrate that genetic algorithm and fuzziness approach can be the efficient tools to solve large-scale layout problem.
Journal
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- Journal of Japan Society for Fuzzy Theory and Systems
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Journal of Japan Society for Fuzzy Theory and Systems 8 (2), 335-346, 1996
Japan Society for Fuzzy Theory and Intelligent Informatics
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Keywords
Details 詳細情報について
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- CRID
- 1390001204337561216
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- NII Article ID
- 110002940715
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- NII Book ID
- AN10231506
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- ISSN
- 24329932
- 0915647X
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- Text Lang
- en
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- Data Source
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- JaLC
- Crossref
- CiNii Articles
- OpenAIRE
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- Abstract License Flag
- Disallowed