A brain storm optimization approach for the cumulative capacitated vehicle routing problem

被引:31
作者
Ke, Liangjun [1 ]
机构
[1] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Brain storm optimization; Vehicle routing problem; Cumulative time; NEIGHBORHOOD SEARCH; ALGORITHM;
D O I
10.1007/s12293-018-0250-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The cumulative capacitated vehicle routing problem (CCVRP) is a combinatorial optimization problem which aims to minimize the sum of arrival times at customers. This paper presents a brain storm optimization algorithm to solve the CCVRP. Based on the characteristics of the CCVRP, we design new convergent and divergent operations. The convergent operation picks up and perturbs the best-so-far solution. It decomposes the resulting solution into a set of independent partial solutions and then determines a set of subproblems which are smaller CCVRPs. Instead of directly generating solutions for the original problem, the divergent operation selects one of three operators to generate new solutions for subproblems and then assembles a solution to the original problem by using those new solutions to the subproblems. The proposed algorithm was tested on benchmark instances, some of which have more than 560 nodes. The results show that our algorithm is very effective in contrast to the existing algorithms. Most notably, the proposed algorithm can find new best solutions for 8 medium instances and 7 large instances within short time.
引用
收藏
页码:411 / 421
页数:11
相关论文
共 28 条
[1]  
[Anonymous], 2014, ADV MAT SCI ENG
[2]   Routing for relief efforts [J].
Campbell, Ann Melissa ;
Vandenbussche, Dieter ;
Hermann, William .
TRANSPORTATION SCIENCE, 2008, 42 (02) :127-145
[3]  
Chen P, 2012, ADV INTEL SOFT COMPU, V136, P575
[4]   Brain storm optimization algorithm: a review [J].
Cheng, Shi ;
Qin, Quande ;
Chen, Junfeng ;
Shi, Yuhui .
ARTIFICIAL INTELLIGENCE REVIEW, 2016, 46 (04) :445-458
[5]  
Christofides N., 1979, Combinatorial optimization, P315
[6]  
Dorigo M., 1997, IEEE Transactions on Evolutionary Computation, V1, P53, DOI 10.1109/4235.585892
[7]   Predator-Prey Brain Storm Optimization for DC Brushless Motor [J].
Duan, Haibin ;
Li, Shuangtian ;
Shi, Yuhui .
IEEE TRANSACTIONS ON MAGNETICS, 2013, 49 (10) :5336-5340
[8]  
Golden BL, 1998, FLEET MANAGEMENT AND LOGISTICS, P33
[9]  
Guo XP, 2014, LECT NOTES COMPUT SC, V8795, P340, DOI 10.1007/978-3-319-11897-0_40
[10]   A two-phase metaheuristic for the cumulative capacitated vehicle routing problem [J].
Ke, Liangjun ;
Feng, Zuren .
COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (02) :633-638