Constraint programming-based solution approaches for three-dimensional loading capacitated vehicle routing problems

被引:16
作者
Kucuk, Mustafa [1 ]
Yildiz, Seyda Topaloglu [2 ]
机构
[1] Dokuz Eylul Univ, Grad Sch Nat & Appl Sci, Izmir, Turkey
[2] Dokuz Eylul Univ, Dept Ind Engn, Izmir, Turkey
关键词
Constraint programming; Vehicle routing problem; Time windows; Container loading problem; Decomposition; HYBRID GENETIC ALGORITHM; TIME WINDOWS; LOCAL SEARCH; NEIGHBORHOOD SEARCH; OPTIMIZATION MODEL; PACKING; SOLVE; 3D; BACKHAULS; DELIVERY;
D O I
10.1016/j.cie.2022.108505
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents constraint programming-based solution approaches for the three-dimensional loading capacitated vehicle routing problem (3l-CVRP) that consists of vehicle routing and three-dimensional loading problems in distribution logistics. Despite the practical benefits in the logistics world, the 3l-CVRP has not been extensively studied in the literature for its high combinatorial complexity. Therefore, we developed integrated and decomposed constraint programming-based solution methods in this study. The decomposed models outperformed the mixed-integer programming model proposed earlier in the literature for small-size problems. Furthermore, we solved the well-known benchmark problems with a decomposed model using constraint programming for the vehicle routing part of the problem and an evolutionary algorithm for the loading part. The computational study results show that the best-known results are improved in 36 of 93 problems.
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页数:18
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