The green capacitated multi-item lot sizing problem with parallel machines

被引:23
作者
Wu, Tao [1 ]
Xiao, Fan [2 ]
Zhang, Canrong [3 ]
He, Yan [4 ]
Liang, Zhe [5 ]
机构
[1] Dow Chem, Adv Analyt Dept, Midland, MI 48642 USA
[2] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
[3] Tsinghua Univ, Logist Engn & Simulat Lab, Grad Sch Shenzhen, Shenzhen 518055, Peoples R China
[4] Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400030, Peoples R China
[5] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金;
关键词
Green manufacturing; Energy consumptions; Carbon emissions; Lot sizing; Production planning; Heuristic; Lagrangian relaxation; Column generation; FIX-AND-OPTIMIZE; INVENTORY; SELECTION; DECOMPOSITIONS; REFORMULATION; ALGORITHMS; DECISIONS; SEQUENCE;
D O I
10.1016/j.cor.2018.05.024
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Carbon emissions related to energy consumptions from the manufacturing industry have become a substantial part of environmental burdens. To reduce carbon emissions, we introduce carbon emission constraints into the capacitated multi-item lot sizing problem with nonidentical parallel machines. The problem aims to satisfy customer demand for various items over the planning horizon, with an objective to minimize total costs without violating the capacity and carbon emission constraints. We formulate the problem with a mixed integer programming model and propose Lagrangian relaxation and column generation methods to improve lower bounds over the linear programming relaxation. Furthermore, we apply a heuristic named progressive selection to solve the problem and compare the heuristic with other state-of-the-art approaches in the literature. Computational results indicate that the progressive selection heuristic is computationally tractable and can obtain superior results under the same computational resources. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:149 / 164
页数:16
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