MOEA/D with customized replacement neighborhood and dynamic resource allocation for solving 3L-SDHVRP

Li，Han1; Li，Genghui2; Jiang，Qiaoyong3; Wang，Jiashu4; Wang，Zhenkun1,5

2024-03-01

10.1016/j.swevo.2023.101463

Swarm and Evolutionary Computation   影响因子和分区

2210-6502

Split delivery heterogeneous vehicle routing problem with three-dimensional loading (3L-SDHVRP) is a critical issue in manufacturing logistics. Current mainstream research formulates this problem as a single objective optimization problem, which fails to reveal the relationship among multiple conflicting objectives and cannot provide various trade-off solutions for decision-makers in real-world logistics scenarios. This paper concentrates on a multi-objective 3L-SDHVRP and proposes a multi-objective evolutionary algorithm based on decomposition with customized replacement neighborhood and dynamic resource allocation (called MOEA/D-RD) to deal with it. The numerical experiments on the dataset from the 11th International Conference on Evolutionary Multi-Criterion Optimization (EMO 2021) show the superior performance of the proposed method over some state-of-the-art ones. The source code of MOEA/D-RD is available at https://github.com/CIAM-Group/EvolutionaryAlgorithm_Codes/tree/main/MOEAD-RD.

Dynamic resource allocation Evolutionary algorithm Multi-objective evolutionary algorithm based on decomposition Multi-objective optimization Three-dimensional loading and vehicle routing problem

SCI ; EI

英语

第一 ; 通讯

2-s2.0-85182906063

Scopus

1.School of System Design and Intelligent Manufacturing,Southern University of Science and Technology,Shenzhen,Guangdong,518055,China
2.College of Computer Science and Software Engineering,Shenzhen University,Shenzhen,Guangdong,518060,China
3.School of Computer Science and Engineering,Xi'an University of Technology,Xi'an,ShanXi,710048,China
4.Department of Computer Science,City University of Hong Kong,999077,Hong Kong
5.Department of Computer Science and Engineering,Southern University of Science and Technology,Shenzhen,Guangdong,518055,China

Li，Han,Li，Genghui,Jiang，Qiaoyong,et al. MOEA/D with customized replacement neighborhood and dynamic resource allocation for solving 3L-SDHVRP[J]. Swarm and Evolutionary Computation,2024,85.

Li，Han,Li，Genghui,Jiang，Qiaoyong,Wang，Jiashu,&Wang，Zhenkun.(2024).MOEA/D with customized replacement neighborhood and dynamic resource allocation for solving 3L-SDHVRP.Swarm and Evolutionary Computation,85.

Li，Han,et al."MOEA/D with customized replacement neighborhood and dynamic resource allocation for solving 3L-SDHVRP".Swarm and Evolutionary Computation 85(2024).