A Modeling and Hybridized Decomposition Approach for the Multi-level Capacitated Lot-Sizing Problem with Setup Carryover, Backlogging, and Emission Control
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作者:
Nusrat T. Chowdhury
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机构:Bemidji State University,School of Technology, Art and Design
Nusrat T. Chowdhury
Mohammed F. Baki
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机构:Bemidji State University,School of Technology, Art and Design
Mohammed F. Baki
Ahmed Azab
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机构:Bemidji State University,School of Technology, Art and Design
Ahmed Azab
机构:
[1] Bemidji State University,School of Technology, Art and Design
[2] University of Windsor,Odette School of Business
[3] University of Windsor,Production & Operations Management Research Laboratory, Faculty of Engineering
The goal of the production planning problem is to determine the optimum quantity to produce in order to satisfy demand over a predetermined planning horizon with the least amount of money spent. Making the appropriate choices in production planning will impact a manufacturing company’s performance and productivity, which is crucial to remain competitive in the market. Therefore, developing and enhancing techniques for solving production planning problems is very significant. This paper proposes a mixed-integer linear programming model for this extension of the dynamic multi-level capacitated lot-sizing under study, where setup carryover, backlogging, and emission control are considered. An item Dantzig-Wolfe decomposition-based heuristic procedure is developed, and a dynamic programming and column generation approach is used to solve the problem. We also propose a multi-step iterative capacity allocation heuristic procedure to handle any infeasibilities that arise when solving the problem. We evaluate the performance of the developed solution approach using a test data set available in the literature. Computational results show that the proposed optimization framework provides competitive solutions within a reasonable timeframe.
机构:
Univ Wisconsin Madison, Dept Ind & Syst Engn, Madison, WI 53706 USAUniv Wisconsin Madison, Dept Ind & Syst Engn, Madison, WI 53706 USA
Wu, Tao
Shi, Leyuan
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机构:
Univ Wisconsin Madison, Dept Ind & Syst Engn, Madison, WI 53706 USA
Peking Univ, Dept Ind Engn & Management, Beijing 100871, Peoples R ChinaUniv Wisconsin Madison, Dept Ind & Syst Engn, Madison, WI 53706 USA
Shi, Leyuan
Geunes, Joseph
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机构:
Univ Florida, Dept Ind & Syst Engn, Gainesville, FL 32611 USAUniv Wisconsin Madison, Dept Ind & Syst Engn, Madison, WI 53706 USA
机构:
LS2N CNRS, IMT Atlantique, 4 Rue Alfred Kastler,BP 20722, F-44307 Nantes, FranceLS2N CNRS, IMT Atlantique, 4 Rue Alfred Kastler,BP 20722, F-44307 Nantes, France
Slama, Ilhem
Ben-Ammar, Oussama
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机构:
Univ Clermont Auvergne, Mines St Etienne, UMR CNRS 6158, CMP Dept Mfg Sci & Logist,LIMOS, 880 Route Mimet, F-13541 Gardanne, FranceLS2N CNRS, IMT Atlantique, 4 Rue Alfred Kastler,BP 20722, F-44307 Nantes, France
Ben-Ammar, Oussama
Dolgui, Alexandre
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机构:
LS2N CNRS, IMT Atlantique, 4 Rue Alfred Kastler,BP 20722, F-44307 Nantes, FranceLS2N CNRS, IMT Atlantique, 4 Rue Alfred Kastler,BP 20722, F-44307 Nantes, France
Dolgui, Alexandre
Masmoudi, Faouzi
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机构:
Univ Sfax, Lab Mechan Modeling & Prod, Engn Sch Sfax, Sfax, TunisiaLS2N CNRS, IMT Atlantique, 4 Rue Alfred Kastler,BP 20722, F-44307 Nantes, France