An improved evolutionary approach to the Extended Capacitated Arc Routing Problem

被引:8
|
作者
Xu, Hao [1 ]
Zhang, Chang-Hai [1 ]
Tan, Yu-An [2 ]
Lu, Jun [2 ]
机构
[1] Jilin Univ, Coll Comp Sci & Technol, Changchun 130012, Jilin Province, Peoples R China
[2] Natl Univ Def Technol, Coll Informat Syst & Management, Changsha 410073, Hunan, Peoples R China
关键词
Capacitated Arc Routing Problem; Combinatorial optimization; Evolutionary approach; Time-limited service; TABU SEARCH ALGORITHM;
D O I
10.1016/j.eswa.2010.09.064
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Extended Capacitated Arc Routing Problem (ECARP) is a challenging vehicle routing problem with numerous real-world applications. We propose an improved evolutionary approach to cope with the ECARP in this research. The exploitation of heuristic information characterizes our approach. Two kinds of heuristic information, Arc Assignment Priority Information and Performance Information of Operators, are learned from the obtained near-optimal ECARP solutions. The Arc Assignment Priority Information is employed to decide one suitable broken position for the crossover and mutation operation, while the Performance Information of Operators is used to select an appropriate operator for the operations of selection, crossover and mutation. The effectiveness of our approach is demonstrated by 20 instances with up to 100 nodes and 360 arcs. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:4637 / 4641
页数:5
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