A clustering-based multiple ant colony system for the waste collection vehicle routing problems

被引:18
作者
Liu, Jie [1 ]
He, Yanfeng [2 ]
机构
[1] Chengdu Univ, Sch Urban & Rural Construct, Chengdu, Peoples R China
[2] Hydrochina Chengu Engn Corp, Chengdu, Peoples R China
来源
2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 2 | 2012年
关键词
CVRP-IF; ACS; reverse logistics; waste collection management; NETWORKS;
D O I
10.1109/ISCID.2012.197
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The waste collection vehicle routing problems with time windows and intermediate facilities (WCVRPTW-IF) is actually belong to a well-known generalization of VRP, the Multi-Depot Vehicle Routing Problem with Inter-Depot Routes (MDVRPI), which is a combinatorial optimization problem and holds a central place in reverse logistics management. In order to improve the route compactness, which is very important in practical application, we presents a clustering-based multiple ant colony system approach called CMACS algorithm to solve CVRPTW-IF. Our CMACS possesses a new strategy to construct solutions, called clustering-based strategy, and mutation operation. Tests are conducted on two standard instances. The results show that CMACS algorithm exhibits a robust behavior and the clustering-based strategy is effective.
引用
收藏
页码:182 / 185
页数:4
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