A meta-heuristic algorithm for heterogeneous fleet vehicle routing problems with two-dimensional loading constraints

被引:92
作者
Leung, Stephen C. H. [2 ]
Zhang, Zhenzhen [1 ]
Zhang, Defu [1 ]
Hua, Xian [1 ]
Lim, Ming K. [3 ]
机构
[1] Xiamen Univ, Dept Comp Sci, Xiamen 361005, Peoples R China
[2] City Univ Hong Kong, Dept Management Sci, Hong Kong, Hong Kong, Peoples R China
[3] Univ Derby, Derby Business Sch, Derby DE22 1GB, England
关键词
Routing; Packing; Simulated annealing; Heterogeneous fleet; ANT COLONY OPTIMIZATION; TABU SEARCH;
D O I
10.1016/j.ejor.2012.09.023
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The two-dimensional loading heterogeneous fleet vehicle routing problem (2L-HFVRP) is a variant of the classical vehicle routing problem in which customers are served by a heterogeneous fleet of vehicles. These vehicles have different capacities, fixed and variable operating costs, length and width in dimension, and two-dimensional loading constraints. The objective of this problem is to minimize transportation cost of designed routes, according to which vehicles are used, to satisfy the customer demand. In this study, we proposed a simulated annealing with heuristic local search (SA_HLS) to solve the problem and the search was then extended with a collection of packing heuristics to solve the loading constraints in 2L-HFVRP. To speed up the search process, a data structure was used to record the information related to loading feasibility. The effectiveness of SA_HLS was tested on benchmark instances derived from the two-dimensional loading vehicle routing problem (2L-CVRP). In addition, the performance of SA_HLS was also compared with three other 2L-CVRP models and four HFVRP methods found in the literature. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:199 / 210
页数:12
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