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作者:

Wang, Chao (Wang, Chao.) | Liu, Chao (Liu, Chao.) (学者:刘超) | Mu, Dong (Mu, Dong.) | Gao, Yang (Gao, Yang.)

收录:

EI Scopus PKU CSCD

摘要:

To solve the Vehicle Routing Problem with Simultaneous Pickup-Delivery and Time Windows (VRPSPDTW), a Discrete Cuckoo Search (DCS) algorithm was presented. Based on the standard cuckoo search, the current nest was improved by using intra-route improvement method 2-opt move and inter-route improvement method swap/shift move during the process of Lévy flight position update, and a new nest was selected randomly by using intra-route improvement method relocate/exchange move and inter-route improvement method GENE move during the process of nest position update. The performance of DCS algorithm was tested and compared with genetic algorithm and parallel-simulated annealing algorithm. Computational results showed that the proposed DCS was able to achieve the Best Known Solution (BKS) as 100% of the 9 small-to-medium instances. For the large scale instances, DCS obtained better solutions for 5 instances, and equaled BKS in 17 instances. These three algorithms were compared based on Friedman test and Wilcoxon signed-rank test with Rank value method, and the result showed that DCS was an effective method for solving VRPSPDTW problem. © 2018, Editorial Department of CIMS. All right reserved.

关键词:

Genetic algorithms Pickups Simulated annealing Vehicle routing

作者机构:

  • [ 1 ] [Wang, Chao]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Wang, Chao]Departments of Physics, Boston University, Boston; 02215, United States
  • [ 3 ] [Wang, Chao]Research Base of Beijing Modern Manufacturing Development, Beijing; 100124, China
  • [ 4 ] [Liu, Chao]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [Liu, Chao]Research Base of Beijing Modern Manufacturing Development, Beijing; 100124, China
  • [ 6 ] [Mu, Dong]School of Economics and Management, Beijing Jiaotong University, Beijing; 100044, China
  • [ 7 ] [Gao, Yang]School of Economics and Management, Beijing University of Technology, Beijing; 100124, China
  • [ 8 ] [Gao, Yang]Research Base of Beijing Modern Manufacturing Development, Beijing; 100124, China

通讯作者信息:

  • [mu, dong]school of economics and management, beijing jiaotong university, beijing; 100044, china

电子邮件地址:

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相关关键词:

来源 :

Computer Integrated Manufacturing Systems, CIMS

ISSN: 1006-5911

年份: 2018

期: 3

卷: 24

页码: 570-582

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 9

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

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