Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication
博士 === 國立交通大學 === 工業工程與管理系所 === 93 === The semiconductor manufacturing industry is one of the most important industries in Taiwan. Wafer fabrication is an essential process in semiconductor manufacturing. However, controlling the production system on the shop floor is extremely difficult owing to th...
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ndltd-TW-093NCTU50310252016-06-06T04:11:37Z http://ndltd.ncl.edu.tw/handle/51786669908652400329 Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication 應用柔性演算法搜尋晶圓廠現場控制策略 Chao-Yang Liu 劉朝陽 博士 國立交通大學 工業工程與管理系所 93 The semiconductor manufacturing industry is one of the most important industries in Taiwan. Wafer fabrication is an essential process in semiconductor manufacturing. However, controlling the production system on the shop floor is extremely difficult owing to the complicated manufacturing process and reentrant characteristics. Hence, selecting a suitable shop floor control (SFC) strategy for wafer fabrication is very important. Included in this research are decision problems for order review/release, dispatching and rework strategies. Unlike previous research, which these three SFC strategies are dealt with separately, this paper will consider these three SFC strategies simultaneously. The proposed combination simulation and soft computing approaches (genetic algorithm, simulated annealing and tabu search) are presented for SFC strategies in wafer fabrication. The objective is to seek the near global optimum solution for the combination of SFC strategies for a specific performance indicator, such as WIP, flow time, tardiness, tardy rate, delay cost and throughput within the reasonable computational time. From the results, the proposed methodology is found to perform well for combinations of SFC strategies using different performance indicators in wafer fabrication. Considerable computational time is saved in this research. The results indicate that a concept of simulation-search procedure should be applied in order to solve the decision-making problem for SFC multiple control strategies quickly in a production system. D. Y. Sha 沙永傑 2005 學位論文 ; thesis 67 en_US |
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博士 === 國立交通大學 === 工業工程與管理系所 === 93 === The semiconductor manufacturing industry is one of the most important industries in Taiwan. Wafer fabrication is an essential process in semiconductor manufacturing. However, controlling the production system on the shop floor is extremely difficult owing to the complicated manufacturing process and reentrant characteristics. Hence, selecting a suitable shop floor control (SFC) strategy for wafer fabrication is very important. Included in this research are decision problems for order review/release, dispatching and rework strategies. Unlike previous research, which these three SFC strategies are dealt with separately, this paper will consider these three SFC strategies simultaneously. The proposed combination simulation and soft computing approaches (genetic algorithm, simulated annealing and tabu search) are presented for SFC strategies in wafer fabrication. The objective is to seek the near global optimum solution for the combination of SFC strategies for a specific performance indicator, such as WIP, flow time, tardiness, tardy rate, delay cost and throughput within the reasonable computational time. From the results, the proposed methodology is found to perform well for combinations of SFC strategies using different performance indicators in wafer fabrication. Considerable computational time is saved in this research. The results indicate that a concept of simulation-search procedure should be applied in order to solve the decision-making problem for SFC multiple control strategies quickly in a production system.
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D. Y. Sha |
author_facet |
D. Y. Sha Chao-Yang Liu 劉朝陽 |
author |
Chao-Yang Liu 劉朝陽 |
spellingShingle |
Chao-Yang Liu 劉朝陽 Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication |
author_sort |
Chao-Yang Liu |
title |
Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication |
title_short |
Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication |
title_full |
Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication |
title_fullStr |
Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication |
title_full_unstemmed |
Applying Soft Computing Approaches to Search Shop Floor Control Strategies in Wafer Fabrication |
title_sort |
applying soft computing approaches to search shop floor control strategies in wafer fabrication |
publishDate |
2005 |
url |
http://ndltd.ncl.edu.tw/handle/51786669908652400329 |
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