DocumentCode :
2878344
Title :
A Clustering-Based Multiple Ant Colony System for the Waste Collection Vehicle Routing Problems
Author :
Jie Liu ; Yanfeng He
Author_Institution :
Sch. of Urban & Rural Constr., Chengdu Univ., Chengdu, China
Volume :
2
fYear :
2012
fDate :
28-29 Oct. 2012
Firstpage :
182
Lastpage :
185
Abstract :
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.
Keywords :
ant colony optimisation; combinatorial mathematics; pattern clustering; reverse logistics; vehicle routing; waste handling; CMACS algorithm; MDVRPI problem; WCVRPTW-IF problem; clustering-based multiple ant colony system; clustering-based strategy; combinatorial optimization problem; multidepot vehicle routing problem with inter-depot routes; mutation operation; reverse logistics management; waste collection vehicle routing problems with time windows and intermediate facilities; Clustering algorithms; Computational modeling; Educational institutions; Heuristic algorithms; Routing; Search problems; Vehicles; ACS; CVRP-IF; reverse logistics; waste collection management;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Design (ISCID), 2012 Fifth International Symposium on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4673-2646-9
Type :
conf
DOI :
10.1109/ISCID.2012.197
Filename :
6405960
Link To Document :
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