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Modified discrete glowworm swarm optimization algorithm based on time window division for multi-objective VRPTW

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成果类型:
期刊论文
作者:
Dong, Wenbo;Zhou, Kang*;Zhang, Gexiang;Chao, Han-Chieh
通讯作者:
Zhou, Kang
作者机构:
[Zhou, Kang; Chao, Han-Chieh; Dong, Wenbo] Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan, Hubei, Peoples R China.
[Zhang, Gexiang] Southwest Jiaotong Univ, Sch Elect Engn, Chengdu, Sichuan, Peoples R China.
[Chao, Han-Chieh] Natl Dong Hwa Univ, Dept Elect Engn, Hualien, Taiwan.
[Chao, Han-Chieh] Natl Ilan Univ, Dept Comp Sci & Informat Engn, Yilan, Taiwan.
[Chao, Han-Chieh] Fujian Univ Technol, Sch Informat Sci & Engn, Fuzhou, Fujian, Peoples R China.
通讯机构:
[Zhou, Kang] W
Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan, Hubei, Peoples R China.
语种:
英文
关键词:
Combinatorial optimization;Vehicle routing;MDGSO-TWD;Memetic;MVRPTW;Pareto;Time windows;Multiobjective optimization
期刊:
JOURNAL OF INTERNET TECHNOLOGY
ISSN:
1607-9264
年:
2018
卷:
19
期:
1
页码:
1-13
基金类别:
The work was supported by National Natural Science Foundation of China (61179032, 61373047, 61672437), the Special Scientific Research Fund of Food Public Welfare Profession of China (201513004-3), the Guiding Scientific Research Project of Hubei Provincial Education Department (B2017078), subproject of the National Key Research and Development Program of China (2017YFD0401102-02) and the Humanities and Social Sciences Fund Project of Hubei Provincial Education Department(17Y071). Kang Zhou is corresponding author.
机构署名:
本校为第一且通讯机构
院系归属:
数学与计算机学院
摘要:
A modified discrete glowworm swarm optimization algorithm based on time window division (MDGSOTWD) is proposed to solve multi-objective vehicle routing problems with time windows (MVRPTW), which is a well-known NP-hard combinatorial optimization problem. In MDGSO-TWD, customers are divided into different classes according to their time windows so as to reduce the population generation time and neighborhood search time; the accuracy of solutions is enhanced by introducing memetic local search and several improvement measures of standard GSO; a n...

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