An Adaptive Large Neighborhood Search for the green mixed fleet vehicle routing problem with realistic energy consumption and partial recharges

被引:54
作者
Yu, Vincent F. [1 ,2 ]
Jodiawan, Panca [1 ]
Gunawan, Aldy [3 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Ind Management, Taipei, Taiwan
[2] Natl Taiwan Univ Sci & Technol, Ctr Cyber Phys Syst Innovat, Taipei, Taiwan
[3] Singapore Management Univ, Sch Comp & Informat Syst, Singapore, Singapore
关键词
Electric vehicle routing problem; Mixed fleet; Emission minimization; Adaptive large neighborhood search; TIME WINDOWS; ELECTRIC VEHICLES; CO2; EMISSIONS; HYBRID; ALGORITHM;
D O I
10.1016/j.asoc.2021.107251
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study addresses a variant of the Electric Vehicle Routing Problem with Mixed Fleet, named as the Green Mixed Fleet Vehicle Routing Problem with Realistic Energy Consumption and Partial Recharges. This problem contains three important characteristics - realistic energy consumption, partial recharging policy, and carbon emissions. An adaptive Large Neighborhood Search heuristic is developed for the problem. Experimental results show that the proposed ALNS finds optimal solutions for most small-scale benchmark instances in a significantly faster computational time compared to the performance of CPLEX solver. Moreover, it obtains high quality solutions for all medium-and large-scale instances under a reasonable computational time. We also perform numerical studies to analyze the potential carbon emission reduction resulted from the proposed model. (C) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:16
相关论文
共 54 条
  • [1] Multi-depot multi-compartment vehicle routing problem, solved by a hybrid adaptive large neighborhood search
    Alinaghian, Mandi
    Shokouhi, Nadia
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2018, 76 : 85 - 99
  • [2] [Anonymous], 2019, The Causes of Climate Change
  • [3] [Anonymous], 2018, Greenhouse Gas Emission Statistics - Emission Inventories
  • [4] [Anonymous], 2018, Greenhouse gas emissions from transport
  • [5] An adaptive large neighborhood search approach for multiple traveling repairman problem with profits
    Avci, Mualla Gonca
    Avci, Mustafa
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2019, 111 : 367 - 385
  • [6] Energy consumption estimation integrated into the Electric Vehicle Routing Problem
    Basso, Rafael
    Kulcsar, Balazs
    Egardt, Bo
    Lindroth, Peter
    Sanchez-Diaz, Ivan
    [J]. TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2019, 69 : 141 - 167
  • [7] The Pollution-Routing Problem
    Bektas, Tolga
    Laporte, Gilbert
    [J]. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2011, 45 (08) : 1232 - 1250
  • [8] The electric two-echelon vehicle routing problem
    Breunig, U.
    Baldacci, R.
    Hartl, R. F.
    Vidal, T.
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2019, 103 : 198 - 210
  • [9] Sustainability analysis of the electric vehicle use in Europe for CO2 emissions reduction
    Canals Casals, Lluc
    Martinez-Laserna, Egoitz
    Amante Garcia, Beatriz
    Nieto, Nerea
    [J]. JOURNAL OF CLEANER PRODUCTION, 2016, 127 : 425 - 437
  • [10] Center for Climate and Energy Solutions, 2019, U S STAT GREENH GAS