Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company
In the car company, the painted body storage (PBS) is set up between the paint shop and the assembly shop. It stores the vehicles in production and reorders the vehicles sequence. To improve production efficiency of assembly shop, a mathematical model is developed aiming at minimizing the consumptio...
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Series: | Mathematical Problems in Engineering |
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doaj-e5e315f118234b889eb460dd311d74392020-11-24T21:20:17ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472015-01-01201510.1155/2015/932502932502Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car CompanyTian Zhipeng0Shao Xinyu1Zhu Haiping2Yin Hui3He Fei4State Key Laboratory of Digital Manufacturing Equipment & Technology, Huazhong University of Science & Technology, Wuhan 430074, ChinaState Key Laboratory of Digital Manufacturing Equipment & Technology, Huazhong University of Science & Technology, Wuhan 430074, ChinaState Key Laboratory of Digital Manufacturing Equipment & Technology, Huazhong University of Science & Technology, Wuhan 430074, ChinaState Key Laboratory of Digital Manufacturing Equipment & Technology, Huazhong University of Science & Technology, Wuhan 430074, ChinaNanjing University of Science and Technology, Nanjing, Jiangsu 210000, ChinaIn the car company, the painted body storage (PBS) is set up between the paint shop and the assembly shop. It stores the vehicles in production and reorders the vehicles sequence. To improve production efficiency of assembly shop, a mathematical model is developed aiming at minimizing the consumption rate of options and the total overtime and idle time. As the PBS sequencing process contains upstream sequence inbound and downstream sequence outbound, this paper proposes an algorithm with two phases. In the first phase, the discrete small-world optimization algorithm (DSWOA) is applied to schedule the inbound sequence by employing the short-range nodes and the long-range nodes in order to realize the global searching. In the second phase, the heuristic algorithm is applied to schedule the outbound sequencing. The proposed model and algorithm are applied in an automobile enterprise. The results indicate that the two-phase algorithm is suitable for the PBS sequencing problem and the DSWOA has a better searching performance than GA in this problem. The sensitivity of model parameters is analyzed as well.http://dx.doi.org/10.1155/2015/932502 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tian Zhipeng Shao Xinyu Zhu Haiping Yin Hui He Fei |
spellingShingle |
Tian Zhipeng Shao Xinyu Zhu Haiping Yin Hui He Fei Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company Mathematical Problems in Engineering |
author_facet |
Tian Zhipeng Shao Xinyu Zhu Haiping Yin Hui He Fei |
author_sort |
Tian Zhipeng |
title |
Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company |
title_short |
Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company |
title_full |
Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company |
title_fullStr |
Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company |
title_full_unstemmed |
Small-World Optimization Algorithm and Its Application in a Sequencing Problem of Painted Body Storage in a Car Company |
title_sort |
small-world optimization algorithm and its application in a sequencing problem of painted body storage in a car company |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2015-01-01 |
description |
In the car company, the painted body storage (PBS) is set up between the paint shop and the assembly shop. It stores the vehicles in production and reorders the vehicles sequence. To improve production efficiency of assembly shop, a mathematical model is developed aiming at minimizing the consumption rate of options and the total overtime and idle time. As the PBS sequencing process contains upstream sequence inbound and downstream sequence outbound, this paper proposes an algorithm with two phases. In the first phase, the discrete small-world optimization algorithm (DSWOA) is applied to schedule the inbound sequence by employing the short-range nodes and the long-range nodes in order to realize the global searching. In the second phase, the heuristic algorithm is applied to schedule the outbound sequencing. The proposed model and algorithm are applied in an automobile enterprise. The results indicate that the two-phase algorithm is suitable for the PBS sequencing problem and the DSWOA has a better searching performance than GA in this problem. The sensitivity of model parameters is analyzed as well. |
url |
http://dx.doi.org/10.1155/2015/932502 |
work_keys_str_mv |
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