Variable exponential neighborhood search for the long chain design problem

被引:1
|
作者
Zhang, Yuli [1 ]
Song, Shiji [1 ]
Wu, Cheng [1 ]
Yin, Wenjun [2 ]
机构
[1] Tsinghua Univ, TNList, Dept Automat, Beijing 100084, Peoples R China
[2] IBM China Res Lab, Beijing 100193, Peoples R China
关键词
Long chain design; 2-Approximation; Variable neighborhood search; PROCESS FLEXIBILITY;
D O I
10.1016/j.neucom.2014.03.066
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Although the long chain flexibility strategy is an effective way to match supplies with uncertain demands, few studies on how to implement an optimal strategy with minimum link costs have been conducted. In this paper, the optimal long chain design problem is formulated as a mixed 0-1 linear programming. Since it is proved to be NP-complete, an approximation algorithm is proposed to obtain a suboptimal solution, which is a 2-approximation algorithm under a quadrangle inequality condition. To further improve this solution, a variable exponential neighborhood search method is proposed. In this method, based on an equivalent quadratic reformulation, new neighborhoods are introduced, which contain exponential sizes of feasible solutions and also can be optimized efficiently. Experiments show that for most instances the proposed algorithms are superior to the CPLEX solver and other construction 82 improvement algorithms in both solution preciseness and computation time. (C) 2014 Published by Elsevier B.V.
引用
收藏
页码:269 / 277
页数:9
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