Title :
Artificial bee colony algorithm for two-dimensional loading capacitated vehicle routing problem
Author :
Wu Bin ; Cai Hong ; Cui Zhi-yong
Author_Institution :
Sch. of Econ. & Manage., Nanjing Univ. of Technol., Nanjing, China
Abstract :
The artificial bee colony algorithm (ABC) with three loading heuristics for the two-dimensional loading capacitated vehicle routing problem (2L-CVRP) is presented in the paper. The 2L-CVRP is a combination of two well-known NP-hard problems, the capacitated vehicle routing problem, and the two-dimensional bin packing problem. It is very difficult to get a good performance solution in practice for these problems. The problem is solved by different heuristics for the loading part, and by artificial bee colony algorithm for the overall optimization. To solve the representation problem of the solution, a novel real encoding is presented to represent the solution for ABC. The effectiveness of the proposed algorithm is tested, and proven by extensive computational experiments on benchmark instances.
Keywords :
bin packing; computational complexity; loading; optimisation; vehicle routing; 2L-CVRP; ABC; NP-hard problems; artificial bee colony algorithm; loading heuristics; overall optimization; real encoding; two-dimensional bin packing problem; two-dimensional loading capacitated vehicle routing problem; Encoding; Heuristic algorithms; Loading; Optimization; Routing; Sociology; Vehicles; 2L-CVRP; artificial bee colony algorithm; bin packing problem; vehicle routing problem;
Conference_Titel :
Management Science and Engineering (ICMSE), 2013 International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4799-0473-0
DOI :
10.1109/ICMSE.2013.6586313