PRISM: PRIority based SiMulated annealing for a closed loop supply chain network design problem

被引:41
|
作者
Subramanian, P. [2 ]
Ramkumar, N. [1 ]
Narendran, T. T. [1 ]
Ganesh, K. [3 ]
机构
[1] Indian Inst Technol, Dept Management Studies, Madras 600036, Tamil Nadu, India
[2] Penn State Univ, Harold & Inge Marcus Dept Ind & Mfg Engn, University Pk, PA 16802 USA
[3] IBM India Private Ltd, Global Business Serv Global Delivery, Bombay 400051, Maharashtra, India
关键词
Closed loop supply chain; Integer linear program; Simulated annealing; Sustainability; REVERSE LOGISTICS NETWORK; PARTICLE SWARM OPTIMIZATION; GENETIC ALGORITHM APPROACH; TRANSPORTATION PROBLEM; APPROXIMATION METHOD; MODEL; PRODUCT; HEURISTICS; RECOVERY;
D O I
10.1016/j.asoc.2012.10.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Concerns over environmental degradation, legislative requirements and growing needs of business have fueled the growth of Closed Loop Supply Chains (CLSC). We consider a CLSC and address the issues of designing the network and of optimizing the distribution. Four variants of the problem are considered. The problem is modeled as an Integer Linear Program (ILP). We develop a constructive heuristic based on Vogel's approximation method-total opportunity cost method to provide good initial solutions to a priority-based simulated annealing heuristic, to accelerate its convergence. Trials on a set of hypothetical datasets have yielded encouraging results. The methodology is also tested using a case study data of a company producing electronic products. Implications for sustainability are discussed. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:1121 / 1135
页数:15
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