A memetic algorithm for the multiperiod vehicle routing problem with profit

被引:33
|
作者
Zhang, Zizhen [1 ]
Che, Oscar [1 ]
Cheang, Brenda [2 ]
Lim, Andrew [1 ]
Qin, Hu [3 ]
机构
[1] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China
[2] Univ Hong Kong, Fac Educ, Div Informat & Technol Studies, Pokfulam, Hong Kong, Peoples R China
[3] Huazhong Univ Sci & Technol, Sch Management, Wuhan 430074, Peoples R China
关键词
Memetic algorithm; Metaheuristics; Giant-tour; Multiperiod; Periodic vehicle routing; SEARCH;
D O I
10.1016/j.ejor.2012.11.059
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we extend upon current research in the vehicle routing problem whereby labour regulations affect planning horizons, and therefore, profitability. We call this extension the multiperiod vehicle routing problem with profit (mVRPP). The goal is to determine routes for a set of vehicles that maximizes profitability from visited locations, based on the conditions that vehicles can only travel during stipulated working hours within each period in a given planning horizon and that the vehicles are only required to return to the depot at the end of the last period. We propose an effective memetic algorithm with a giant-tour representation to solve the mVRPP. To efficiently evaluate a chromosome, we develop a greedy procedure to partition a given giant-tour into individual routes, and prove that the resultant partition is optimal. We evaluate the effectiveness of our memetic algorithm with extensive experiments based on a set of modified benchmark instances. The results indicate that our approach generates high-quality solutions that are reasonably close to the best known solutions or proven optima, and significantly better than the solutions obtained using heuristics employed by professional schedulers. (c) 2012 Published by Elsevier B.V.
引用
收藏
页码:573 / 584
页数:12
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