Supply Chain Coordination Using an Adaptive Distributed Search Strategy

被引:6
|
作者
Gaudreault, Jonathan [1 ]
Pesant, Gilles [2 ]
Frayret, Jean-Marc [1 ,2 ]
D'Amours, Sophie [1 ]
机构
[1] Univ Laval, FORAC Res Consortium, Quebec City, PQ G1V 0A6, Canada
[2] Ecole Polytech, Montreal, PQ H3T 1J4, Canada
关键词
Adaptive search; discrepancy; distributed search; multiagent; supply chain coordination; AGENT-BASED SYSTEMS; SUPPORT; MODELS;
D O I
10.1109/TSMCC.2012.2188627
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A tree search strategy is said to be adaptive when it dynamically identifies which areas of the tree are likely to contain good solutions, using information that is gathered during the search process. This study shows how an adaptive approach can be used to enhance the efficiency of the coordination process of an industrial supply chain. The result is a new adaptive method (called the adaptive discrepancy search), intended for search in nonbinary trees, and that is exploitable in a distributed optimization context. For the industrial case studied (a supply chain in the forest products industry), this allowed reducing nearly half the time needed to obtain the best solution in comparison with a standard nonadaptive method. The method has also been evaluated for use with synthesized problems in order to validate the results that are obtained and to illustrate different properties of the algorithm.
引用
收藏
页码:1424 / 1438
页数:15
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