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A review on the electric vehicle routing problems

Year 2023, Volume: 29 Issue: 8, 855 - 869, 31.12.2023

Abstract

The Electric Vehicle Routing Problem (EVRP) is an extension of the Vehicle Routing Problem (VRP), wherein electric vehicles (EVs) are utilized instead of internal combustion engine vehicles (ICEVs). Electric vehicles have a limited driving range due to their battery capacity and require recharging to complete their routes. Charging can take place at any battery level and can be done up to the battery capacity. Furthermore, the charging speed may vary depending on the technical infrastructure of the charging station (CS). In certain real-life applications, battery swap stations (BSSs) are used in conjunction with charging stations. This study specifically focuses on articles that discuss the use of electric vehicles in logistics activities, where they are charged during the route or through battery swapping. Firstly, the electric vehicle routing problem is introduced, explaining the evolution from the vehicle routing problem to the electric vehicle routing problem. Subsequently, a mathematical model for the electric vehicle routing problem is presented. The literature on the electric vehicle routing problem is then summarized using data and visuals, and classified based on different characteristics such as assumptions, constraints, problem types, and solution approaches. The emphasis is placed on the notable aspects and solution approaches within each category. Finally, future research opportunities are summarized.

References

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Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi

Year 2023, Volume: 29 Issue: 8, 855 - 869, 31.12.2023

Abstract

Elektrikli Araç Rotalama Problemi (EARP), içten yanmalı motorlu araçların yerine elektrikli araçların (EA) kullanıldığı Araç Rotalama Problemi'nin (ARP) bir genişlemesidir. Elektrikli araçlar, pil kapasitesi nedeniyle sınırlı bir menzile sahiptir ve rotayı tamamlamak için şarj edilmeleri gerekmektedir. Şarj, pil seviyesine bağlı olarak ve pil kapasitesine kadar herhangi bir miktarda gerçekleştirilebilir. Ayrıca, şarj istasyonunun (Şİ) teknik altyapısına bağlı olarak şarj hızı değişebilir. Gerçek hayatta bazı uygulamalarda, şarj istasyonları yanında pil değiştirme istasyonları (PDI) kullanıldığı durumlar bulunmaktadır. Bu çalışma sadece lojistik faaliyetlerde elektrikli araçların kullanıldığı ve rota üzerinde şarj edildiği veya pil değiştirme yöntemiyle şarj edildiği makaleleri ele almaktadır. İlk olarak, elektrikli araç rota problemi tanıtılmış ve araç rota probleminden elektrikli araç rota problemine geçişin evrimi açıklanmıştır. Ardından, elektrikli araç rota problemi için matematiksel bir model sunulmuştur. Sonra, elektrikli araç rota problemi literatürü, veriler ve görseller kullanılarak özetlenmiş ve varsayımlar, kısıtlamalar, problem tipleri ve çözüm yaklaşımları gibi farklı özelliklere göre sınıflandırılmıştır. Odak noktası, her sınıfa dahil olan önemli yönler ve çözüm yaklaşımları üzerindedir. Son olarak, gelecekteki araştırma fırsatları özetlenmiştir.

References

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  • [2] Nesterova N, Quak H. “State of the art of the electric freight vehicles implementation in city logistics-Update 2015”. Report, EU/321622, 2015.
  • [3] Nesterova N, Quak H, Balm S, Roche-Ceraso I, Tretvik T. “State of the art of the electric freight vehicles implementation in city logistics”. E. Comission, Report, EU/321622, 2013.
  • [4] Schiffer M, Walther G. “The electric location routing problem with time windows and partial recharging”. European Journal of Operational Research, 260(3), 995-1013, 2017.
  • [5] Pelletier S, Jabali O, Laporte G. “50th Anniversary ınvited article goods distribution with electric vehicles: review and research perspectives”. Transportation Science, 50(1), 3-22, 2016.
  • [6] Davis B A, Figliozzi M A. “A methodology to evaluate the competitiveness of electric delivery trucks”. Transportation Research Part E-Logistics and Transportation Review, 49(1), 8-23, 2013.
  • [7] Afroditi A, Boile M, Theofanis S, Sdoukopoulos E, Margaritis D. “Electric vehicle routing problem with industry constraints: trends and insights for future research”. 17th Meeting of the Euro Working Group on Transportation (Ewgt2014), Sevilla, Spain, 02-04 July 2014.
  • [8] Erdoğan S, Miller-Hooks E. “A Green vehicle routing problem”. Transportation Research Part E: Logistics and Transportation Review, 48(1), 100-114, 2012.
  • [9] Schneider M, Stenger A, Goeke D. “The electric vehiclerouting problem with time windows and recharging stations”. Transportation Science, 48(4), 500-520, 2014.
  • [10] Yilmaz Y, Kalayci C B. “Variable neighborhood search algorithms to solve the electric vehicle routing problem with simultaneous pickup and delivery”. Mathematics, 10(17), 1-24, 2022.
  • [11] Xiao Y Y, Zhang Y, Kaku I, Kang R, Pan X. “Electric vehicle routing problem: A systematic review and a new comprehensive model with nonlinear energy recharging and consumption”. Renewable & Sustainable Energy Reviews, 151, 1-21, 2021.
  • [12] Qin H, Su X X, Ren T, Luo Z X. “A review on the electric vehicle routing problems: Variants and algorithms”. Frontiers of Engineering Management, 8(3), 370-389, 2021.
  • [13] Erdelić T, Carić T. “A survey on the electric vehicle routing problem: variants and solution approaches”. Journal of Advanced Transportation, 2019, 1-48, 2019.
  • [14] Abid M, Tabaa M, Chakir A, Hachimi H. “Routing and charging of electric vehicles: Literature review”. Energy Reports, 8, 556-578, 2022.
  • [15] Agrawal S, Zheng H, Peeta S, Kumar A. “Routing aspects of electric vehicle drivers and their effects on network performance”. Transportation Research Part D-Transport and Environment, 46, 246-266, 2016.
  • [16] De Cauwer C, Verbeke W, Coosemans T, Faid S, Van Mierlo J. “A data-driven method for energy consumption prediction and energy-efficient routing of electric vehicles in real-world conditions”. Energies,10(5), 1-18, 2017.
  • [17] Genikomsakis K N, Mitrentsis G. “A computationally efficient simulation model for estimating energy consumption of electric vehicles in the context of route planning applications”. Transportation Research Part D: Transport and Environment, 50, 98-118, 2017.
  • [18] Larsson V, Mårdh L J, Egardt B, Karlsson S. “Commuter route optimized energy management of hybrid electric vehicles”. IEEE transactions on intelligent transportation systems, 15(3), 1145-1154, 2014.
  • [19] Tianheng F, Lin Y, Qing G, Yanqing H, Ting Y, Bin Y. “A supervisory control strategy for plug-in hybrid electric vehicles based on energy demand prediction and route preview”. IEEE Transactions on Vehicular Technology, 64(5), 1691-1700, 2014.
  • [20] Wang Y, Jiang J, Mu T. “Context-aware and energy-driven route optimization for fully electric vehicles via crowdsourcing”. IEEE Transactions on Intelligent Transportation Systems, 14(3), 1331-1345, 2013.
  • [21] Zeng X, Wang J. “A two-level stochastic approach to optimize the energy management strategy for fixed-route hybrid electric vehicles”. Mechatronics, 38, 93-102, 2016.
  • [22] Froger A, Mendoza J E, Jabali O, Laporte G. “Improved formulations and algorithmic components for the electric vehicle routing problem with nonlinear charging functions”. Computers & Operations Research, 104, 256-294, 2019.
  • [23] Kancharla S R, Ramadurai G. “Electric vehicle routing problem with non-linear charging and load-dependent discharging”. Expert Systems with Applications, 160, 1-17, 2020.
  • [24] Keskin M, Laporte G, Catay B. “Electric vehicle routing problem with time-dependent waiting times at recharging stations”. Computers & Operations Research, 107, 77-94, 2019.
  • [25] Koç Ç, Jabali O, Mendoza J E, Laporte G. “The electric vehicle routing problem with shared charging stations”. International Transactions in Operational Research, 26(4), 1211-1243, 2019.
  • [26] Montoya A, Gueret C, Mendoza J E, Villegas J G. “The electric vehicle routing problem with nonlinear charging function”. Transportation Research Part B-Methodological, 103, 87-110, 2017.
  • [27] Strehler M, Merting S, Schwan C. “Energy-efficient shortest routes for electric and hybrid vehicles”. Transportation Research Part B-Methodological, 103, 111-135, 2017.
  • [28] Riemann R, Wang D Z, Busch F. “Optimal location of wireless charging facilities for electric vehicles: flowcapturing location model with stochastic user equilibrium”. Transportation Research Part C: Emerging Technologies, 58, 1-12, 2015.
  • [29] Manshadi S D, Khodayar M E, Abdelghany K, Üster H. “Wireless charging of electric vehicles in electricity and transportation networks”. IEEE Transactions on Smart Grid, 9(5), 4503-4512, 2017.
  • [30] Kosmanos D, Maglaras L A, Mavrovouniotis M, Moschoyiannis S, Argyriou A, Maglaras A, Janicke H. “Route optimization of electric vehicles based on dynamic wireless charging”. IEEE Access, 6, 42551-42565, 2018.
  • [31] Li C, Ding T, Liu X, Huang C. “An electric vehicle routing optimization model with hybrid plug-in and wireless charging systems”. IEEE Access, 6, 27569-27578, 2018.
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There are 93 citations in total.

Details

Primary Language Turkish
Subjects Algorithms and Calculation Theory
Journal Section Review Article
Authors

Can Berk Kalaycı

Yusuf Yılmaz

Publication Date December 31, 2023
Published in Issue Year 2023 Volume: 29 Issue: 8

Cite

APA Kalaycı, C. B., & Yılmaz, Y. (2023). Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, 29(8), 855-869.
AMA Kalaycı CB, Yılmaz Y. Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. December 2023;29(8):855-869.
Chicago Kalaycı, Can Berk, and Yusuf Yılmaz. “Elektrikli Araç Rotalama Problemleri üzerine Bir literatür Incelemesi”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 29, no. 8 (December 2023): 855-69.
EndNote Kalaycı CB, Yılmaz Y (December 1, 2023) Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 29 8 855–869.
IEEE C. B. Kalaycı and Y. Yılmaz, “Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi”, Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, vol. 29, no. 8, pp. 855–869, 2023.
ISNAD Kalaycı, Can Berk - Yılmaz, Yusuf. “Elektrikli Araç Rotalama Problemleri üzerine Bir literatür Incelemesi”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi 29/8 (December 2023), 855-869.
JAMA Kalaycı CB, Yılmaz Y. Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2023;29:855–869.
MLA Kalaycı, Can Berk and Yusuf Yılmaz. “Elektrikli Araç Rotalama Problemleri üzerine Bir literatür Incelemesi”. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi, vol. 29, no. 8, 2023, pp. 855-69.
Vancouver Kalaycı CB, Yılmaz Y. Elektrikli araç rotalama problemleri üzerine bir literatür incelemesi. Pamukkale Üniversitesi Mühendislik Bilimleri Dergisi. 2023;29(8):855-69.

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