Integrated model for the batch sequencing problem in a multi-stage supply chain: an artificial immune system based approach

被引:12
|
作者
Shukla, M. [2 ]
Shukla, N. [2 ]
Tiwari, M. K. [3 ]
Chan, F. T. S. [1 ]
机构
[1] Univ Hong Kong, Dept Ind & Mfg Syst Engn, Hong Kong, Hong Kong, Peoples R China
[2] Natl Inst Foundry & Forge Technol, Dept Mfg Engn, Ranchi, Bihar, India
[3] Natl Inst Foundry & Forge Technol, Dept Forge Technol, Ranchi, Bihar, India
关键词
Multistage supply chain; Lead time; Artificial immune system (AIS); FLOWSHOP; SETUP; OPTIMIZATION; JOB; OPERATIONS;
D O I
10.1080/00207540601158807
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper a mathematical model for the batch sequencing problem in a multistage supply chain is developed by taking into account three practically important objectives, viz. minimization of lead time, blocking time and due date violation. Attribute dependent operation time, sequence dependent setup time, different due dates, different lot sizes for batches and variable time losses due to interaction among several stages like waiting, idling, and blocking are also considered in the model. The problem is combinatorial in nature and complete enumeration of all its possibilities is computationally prohibitive. Therefore, a metaheuristic, artificial immune system (AIS) is employed to find an optimal/near optimal solution. In order to test the efficacy of AIS in solving the problem, its implementation on four different problems has been studied. Further, the comparative analysis of the results obtained by implementing AIS, genetic algorithm (GA) and simulated annealing (SA) on the proposed model reveals that AIS outperforms GA and SA in solving the underlying problem.
引用
收藏
页码:1015 / 1037
页数:23
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