A harmony search-based memetic optimization model for integrated production and transportation scheduling in MTO manufacturing
This paper investigates an integrated production and transportation scheduling problem in an MTO supply chain. A harmony search-based memetic optimization model is developed to handle this problem, in which certain heuristic procedures are proposed to convert the investigated problem into an order a...
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| Vydáno v: | Omega (Oxford) Ročník 66; s. 327 - 343 |
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| Jazyk: | angličtina |
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Elsevier Ltd
01.01.2017
Pergamon Press Inc |
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| ISSN: | 0305-0483, 1873-5274 |
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| Abstract | This paper investigates an integrated production and transportation scheduling problem in an MTO supply chain. A harmony search-based memetic optimization model is developed to handle this problem, in which certain heuristic procedures are proposed to convert the investigated problem into an order assignment problem. A novel improvisation process is also proposed to improve the optimum-seeking performance. The effectiveness of the proposed model is validated by numerical experiments. The experimental results show that (1) the proposed model can solve the investigated problem effectively and that (2) the proposed memetic optimization process exhibits better optimum-seeking performance than genetic algorithm-based and traditional memetic optimization processes.
•We examine an integrated production and transportation scheduling (IPTS) problem.•We use heuristic procedures to convert the IPTS problem into an order assignment problem.•A harmony search-based memetic optimization model is proposed to handle this problem.•A novel improvisation process for harmony search is proposed.•The proposed optimization model has a very good optimum-seeking performance. |
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| AbstractList | This paper investigates an integrated production and transportation scheduling problem in an MTO supply chain. A harmony search-based memetic optimization model is developed to handle this problem, in which certain heuristic procedures are proposed to convert the investigated problem into an order assignment problem. A novel improvisation process is also proposed to improve the optimum-seeking performance. The effectiveness of the proposed model is validated by numerical experiments. The experimental results show that (1) the proposed model can solve the investigated problem effectively and that (2) the proposed memetic optimization process exhibits better optimum-seeking performance than genetic algorithm-based and traditional memetic optimization processes.
•We examine an integrated production and transportation scheduling (IPTS) problem.•We use heuristic procedures to convert the IPTS problem into an order assignment problem.•A harmony search-based memetic optimization model is proposed to handle this problem.•A novel improvisation process for harmony search is proposed.•The proposed optimization model has a very good optimum-seeking performance. This paper investigates an integrated production and transportation scheduling problem in an MTO supply chain. A harmony search-based memetic optimization model is developed to handle this problem, in which certain heuristic procedures are proposed to convert the investigated problem into an order assignment problem. A novel improvisation process is also proposed to improve the optimum-seeking performance. The effectiveness of the proposed model is validated by numerical experiments. The experimental results show that (1) the proposed model can solve the investigated problem effectively and that (2) the proposed memetic optimization process exhibits better optimum-seeking performance than genetic algorithm-based and traditional memetic optimization processes. |
| Author | Guo, Zhaoxia Shi, Leyuan Chen, Longchao Liang, Yong |
| Author_xml | – sequence: 1 givenname: Zhaoxia surname: Guo fullname: Guo, Zhaoxia email: zx.guo@alumni.polyu.edu.hk organization: Business School, Sichuan University, Chengdu 610065, PR China – sequence: 2 givenname: Leyuan surname: Shi fullname: Shi, Leyuan organization: Department of Industrial and System Engineering, University of Wisconsin–Madison, Madison, WI 53706 USA – sequence: 3 givenname: Longchao surname: Chen fullname: Chen, Longchao organization: Business School, Sichuan University, Chengdu 610065, PR China – sequence: 4 givenname: Yong surname: Liang fullname: Liang, Yong organization: School of Economics and Management, Tsinghua University, Beijing 100084, PR China |
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| SubjectTerms | Assignment problem Effectiveness studies Harmony search Heuristic Memetic algorithms Nonlinear mixed integer programming Optimization Production scheduling Supply chain management Supply chain scheduling Transportation Validation studies |
| Title | A harmony search-based memetic optimization model for integrated production and transportation scheduling in MTO manufacturing |
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