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Application of an Improved Harmony Search Algorithm on Electric Vehicle Routing Problems

Author

Listed:
  • Vanny Minanda

    (Department of Industrial Engineering and Management, Yuan Ze University, Taoyuan 320, Taiwan)

  • Yun-Chia Liang

    (Department of Industrial Engineering and Management, Yuan Ze University, Taoyuan 320, Taiwan)

  • Angela H. L. Chen

    (Department of Industrial and Systems Engineering, Chung Yuan Christian University, Taoyuan 320, Taiwan)

  • Aldy Gunawan

    (School of Computing and Information Systems, Singapore Management University, 80 Stamford Road, Singapore 178902, Singapore)

Abstract

Electric vehicles (EVs) have gained considerable popularity, driven in part by an increased concern for the impact of automobile emissions on climate change. Electric vehicles (EVs) cover more than just conventional cars and trucks. They also include electric motorcycles, such as those produced by Gogoro, which serve as the primary mode of transportation for food and package delivery services in Taiwan. Consequently, the Electric Vehicle Routing Problem (EVRP) has emerged as an important variation of the Capacitated Vehicle Routing Problem (CVRP). In addition to the CVRP’s constraints, the EVRP requires vehicles to visit a charging station before the battery level is insufficient to continue service. EV battery consumption is linearly correlated to their weight. These additional constraints make the EVRP more challenging than the conventional CVRP. This study proposes an improved Harmony Search Algorithm (HSA), with performance validated by testing 24 available benchmark instances in the EVRP. This study also proposes a novel update mechanism in the improvement stage and a strategy to improve the routes with charging stations. The results show that in small and large instances, the proposed HSA improved the number of trips to the charging stations by 24% and 4.5%, respectively. These results were also verified using the Wilcoxon signed-rank significant test.

Suggested Citation

  • Vanny Minanda & Yun-Chia Liang & Angela H. L. Chen & Aldy Gunawan, 2024. "Application of an Improved Harmony Search Algorithm on Electric Vehicle Routing Problems," Energies, MDPI, vol. 17(15), pages 1-22, July.
    • Handle: RePEc:gam:jeners:v:17:y:2024:i:15:p:3716-:d:1444423
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    References listed on IDEAS

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    1. G. B. Dantzig & J. H. Ramser, 1959. "The Truck Dispatching Problem," Management Science, INFORMS, vol. 6(1), pages 80-91, October.
    2. Xianlong Ge & Ziqiang Zhu & Yuanzhi Jin, 2020. "Electric Vehicle Routing Problems with Stochastic Demands and Dynamic Remedial Measures," Mathematical Problems in Engineering, Hindawi, vol. 2020, pages 1-15, August.
    3. Jin Li & Feng Wang & Yu He, 2020. "Electric Vehicle Routing Problem with Battery Swapping Considering Energy Consumption and Carbon Emissions," Sustainability, MDPI, vol. 12(24), pages 1-20, December.
    4. Letchford, Adam N. & Salazar-González, Juan-José, 2019. "The Capacitated Vehicle Routing Problem: Stronger bounds in pseudo-polynomial time," European Journal of Operational Research, Elsevier, vol. 272(1), pages 24-31.
    5. Zhixue Zhao & Xiamiao Li & Xiancheng Zhou, 2020. "Distribution Route Optimization for Electric Vehicles in Urban Cold Chain Logistics for Fresh Products under Time-Varying Traffic Conditions," Mathematical Problems in Engineering, Hindawi, vol. 2020, pages 1-17, October.
    6. Sai Shao & Wei Guan & Bin Ran & Zhengbing He & Jun Bi, 2017. "Electric Vehicle Routing Problem with Charging Time and Variable Travel Time," Mathematical Problems in Engineering, Hindawi, vol. 2017, pages 1-13, January.
    7. Osman Atilla Yazır & Çağrı Koç & Eda Yücel, 2023. "The multi-period home healthcare routing and scheduling problem with electric vehicles," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 45(3), pages 853-901, September.
    8. Hof, Julian & Schneider, Michael & Goeke, Dominik, 2017. "Solving the battery swap station location-routing problem with capacitated electric vehicles using an AVNS algorithm for vehicle-routing problems with intermediate stops," Transportation Research Part B: Methodological, Elsevier, vol. 97(C), pages 102-112.
    9. J. Barco & A. Guerra & L. Muñoz & N. Quijano, 2017. "Optimal Routing and Scheduling of Charge for Electric Vehicles: A Case Study," Mathematical Problems in Engineering, Hindawi, vol. 2017, pages 1-16, November.
    10. Montoya, Alejandro & Guéret, Christelle & Mendoza, Jorge E. & Villegas, Juan G., 2017. "The electric vehicle routing problem with nonlinear charging function," Transportation Research Part B: Methodological, Elsevier, vol. 103(C), pages 87-110.
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