题名 | An electric vehicle routing model with charging stations consideration for sustainable logistics |
作者 | |
通讯作者 | Xiong, Weiqing |
发表日期 | 2023
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DOI | |
发表期刊 | |
ISSN | 0263-5577
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EISSN | 1758-5783
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卷号 | 124期号:3 |
摘要 | Purpose: Recently, electric vehicles have been widely used in the cold chain logistics sector to reduce the effects of excessive energy consumption and to support environmental friendliness. Considering the limited battery capacity of electric vehicles, it is vital to optimize battery charging during the distribution process. Design/methodology/approach: This study establishes an electric vehicle routing model for cold chain logistics with charging stations, which will integrate multiple distribution centers to achieve sustainable logistics. The suggested optimization model aimed at minimizing the overall cost of cold chain logistics, which incorporates fixed, damage, refrigeration, penalty, queuing, energy and carbon emission costs. In addition, the proposed model takes into accounts factors such as time-varying speed, time-varying electricity price, energy consumption and queuing at the charging station. In the proposed model, a hybrid crow search algorithm (CSA), which combines opposition-based learning (OBL) and taboo search (TS), is developed for optimization purposes. To evaluate the model, algorithms and model experiments are conducted based on a real case in Chongqing, China. Findings: The result of algorithm experiments illustrate that hybrid CSA is effective in terms of both solution quality and speed compared to genetic algorithm (GA) and particle swarm optimization (PSO). In addition, the model experiments highlight the benefits of joint distribution over individual distribution in reducing costs and carbon emissions. Research limitations/implications: The optimization model of cold chain logistics routes based on electric vehicles provides a reference for managers to develop distribution plans, which contributes to the development of sustainable logistics. Originality/value: In prior studies, many scholars have conducted related research on the subject of cold chain logistics vehicle routing problems and electric vehicle routing problems separately, but few have merged the above two subjects. In response, this study innovatively designs an electric vehicle routing model for cold chain logistics with consideration of time-varying speeds, time-varying electricity prices, energy consumption and queues at charging stations to make it consistent with the real world. © 2023, Emerald Publishing Limited. |
关键词 | |
相关链接 | [来源记录] |
收录类别 | |
语种 | 英语
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学校署名 | 其他
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资助项目 | This research is funded by Natural Science Foundation of Chongqing, China (No: CSTB2023NSCQ-BHX0084).
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WOS研究方向 | Computer Science
; Engineering
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WOS类目 | Computer Science, Interdisciplinary Applications
; Engineering, Industrial
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WOS记录号 | WOS:001130121600001
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出版者 | |
EI入藏号 | 20235215282815
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EI主题词 | Carbon
; Charging (batteries)
; Costs
; Energy utilization
; Genetic algorithms
; Learning algorithms
; Particle swarm optimization (PSO)
; Queueing theory
; Routing algorithms
; Secondary batteries
; Sustainable development
; Tabu search
; Vehicles
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EI分类号 | Energy Utilization:525.3
; Secondary Batteries:702.1.2
; Computer Software, Data Handling and Applications:723
; Machine Learning:723.4.2
; Chemical Products Generally:804
; Cost and Value Engineering; Industrial Economics:911
; Optimization Techniques:921.5
; Probability Theory:922.1
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ESI学科分类 | ENGINEERING
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来源库 | EV Compendex
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引用统计 |
被引频次[WOS]:2
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成果类型 | 期刊论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/706493 |
专题 | 理学院_统计与数据科学系 |
作者单位 | 1.Chongqing Changan Minsheng APLL Logistics Co., Ltd, Chongqing, China 2.School of Management Science and Real Estate, Chongqing University, Chongqing, China 3.Adam Smith Business School, University of Glasgow, Glasgow, United Kingdom 4.College of Mechanical Engineering, Chongqing University of Technology, Chongqing, China 5.Department of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic University, Hong Kong 6.Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen, China 7.Peng Cheng Laboratory, Shenzhen, China |
推荐引用方式 GB/T 7714 |
Li, Yan,Lim, Ming K.,Xiong, Weiqing,et al. An electric vehicle routing model with charging stations consideration for sustainable logistics[J]. Industrial Management and Data Systems,2023,124(3).
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APA |
Li, Yan,Lim, Ming K.,Xiong, Weiqing,Huang, Xingjun,Shi, Yuhe,&Wang, Songyi.(2023).An electric vehicle routing model with charging stations consideration for sustainable logistics.Industrial Management and Data Systems,124(3).
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MLA |
Li, Yan,et al."An electric vehicle routing model with charging stations consideration for sustainable logistics".Industrial Management and Data Systems 124.3(2023).
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条目包含的文件 | 条目无相关文件。 |
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