A genetic algorithms-based approach for design of manufacturing systems: An industrial application
This paper presents a design methodology and a genetic algorithm-based approach for redesign of a manufacturing system for a small steel pre-fabricated building manufacturer. Through the application of celular manufacturing principles, we discuss the application of the design methodology that takes...
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Published in: | International journal of production research Vol. 37; no. 3; pp. 557 - 580 |
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Main Author: | |
Format: | Journal Article |
Language: | English |
Published: |
Taylor & Francis Group
01-02-1999
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Online Access: | Get full text |
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Summary: | This paper presents a design methodology and a genetic algorithm-based approach for redesign of a manufacturing system for a small steel pre-fabricated building manufacturer. Through the application of celular manufacturing principles, we discuss the application of the design methodology that takes a topdown approach to determine system needs and a bottom-up integrated design approach to develop the configurations of the manufacturing system. The integrated design approach uses a genetic algorithm and an AutoCAD interface to minimize the inter and intra cell material movements during cell formation. A selected set of solutions obtained are further analysed using discrete event modelling and simulation. The final results presented indicate a substantial improvement in overall performance compared to the original layout. The company has implemented a modified version of the final solution and has achieved the significant improvements in material handling and overall productivity. |
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ISSN: | 0020-7543 1366-588X |
DOI: | 10.1080/002075499191670 |