Journals / Gazi University Journal of Science Part A: Engineering and Innovation / 2026 / Volume: 8 Issue: 2

A Review on Locating the Electric Vehicle Charging Stations and Their Effect on the Energy Network

Elektrikli Araç Şarj İstasyonlarının Konumlandırılması ve Enerji Şebekesi Üzerine Etkisi Konulu Derleme Çalışması

Mustafa Nurmuhammed(İNÖNÜ ÜNİVERSİTESİ)0000-0002-5957-3255
Teoman Karadağ(İNÖNÜ ÜNİVERSİTESİ)0000-0002-7682-7771
Pages
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Publication Date
2021-06-28
DOI
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AI Summary & Key Takeaways

AI Insight
⚡ TL;DR(Too Long; Didn't Read)

As a result, data on the locating charging stations to the most appropriate point by reducing their effect on the energy network is presented.

📌 3 Key Takeaways

🎯
Objective & Hypothesis:Electric vehicles, whose sales figures are growing rapidly in many countries of the world, have had a rising trend in the automotive industry in the last decade.
📊
Key Findings & Data:Today's electric vehicles have larger battery capacities and their charging capacities have increased significantly compared to the first electric vehicles.
💡
Conclusion & Impact:As a result, data on the locating charging stations to the most appropriate point by reducing their effect on the energy network is presented.
🔬Design:Review
📍Scope:Comprehensive Sample
⚙️Variables:Electric Vehicle Charging Stations · Locating Charging Stations · Impact of Charging Stations on the Energy Grid

Abstract

Electric vehicles, whose sales figures are growing rapidly in many countries of the world, have had a rising trend in the automotive industry in the last decade. Having an important place in the widespread use of electric vehicles, fast charging stations can quickly recharge electric vehicles in a very short time. Today's electric vehicles have larger battery capacities and their charging capacities have increased significantly compared to the first electric vehicles. Charging many electric vehicles at the same time or in unforeseen time periods causes huge differences in electricity supply and demand. When the charging stations are installed without considering these differences, vehicles charging at high speeds can cause voltage imbalance and power losses and adversely affect the energy network. It is of great importance that both the precautions and investment decisions to be taken in the network and the fast charging stations are located in the right place due to their possible adverse impact on the network. With this study, the prominent studies in the last decade on electric vehicle charging systems and the effects of these systems on the energy network have been examined in detail. As a result, data on the locating charging stations to the most appropriate point by reducing their effect on the energy network is presented.

Özet

Dünyanın birçok ülkesinde satış rakamları hızla büyüyen elektrikli araçlar, son on yılda otomotiv sektöründe yükselen bir trende sahiptir. Elektrikli araçların yaygınlaşmasında önemli bir yere sahip olan hızlı şarj istasyonları çok kısa sürede elektrikli araçları hızlı bir şekilde şarj edebilmektedir. Günümüz elektrikli araçlarında daha büyük kapasitelerde bataryalar mevcut olup ilk çıkan elektrik araçlara nazaran şarj kapasitesi ciddi ölçüde artmıştır. Birçok elektrikli aracın aynı anda veya öngörülemeyen zaman dilimlerinde şarj olması elektrik arz ve talebinde çok büyük farklara neden olmaktadır. Bu farklar dikkate alınmadan şarj istasyonlarının kurulumu gerçekleştiğinde yüksek hızlarda şarj olan araçlar şebekede gerilim dengesizliğine ve güç kayıplarına neden olup enerji şebekesini olumsuz etkileyebilmektedir. Hem şebekede alınacak önlemler ve yatırım kararları hem de hızlı şarj istasyonlarının şebekeye olası olumsuz etkisi nedeniyle doğru yerde konumlandırılmaları büyük önem taşımaktadır. Bu çalışmayla, elektrikli araç şarj sistemleri ve bu sistemlerin enerji şebekesi üzerine etkileri ile ilgili son on yılda öne çıkan çalışmalar detaylı olarak incelenmiştir. Sonuç olarak şarj istasyonlarının enerji şebekesine etkisinin azaltılarak en uygun noktaya konumlandırılması ile ilgili veriler çalışmayla sunulmuştur.

🔖

Cite This Article

Nurmuhammed, M., Karadağ, T. (2021). A Review on Locating the Electric Vehicle Charging Stations and Their Effect on the Energy Network. Gazi University Journal of Science Part A: Engineering and Innovation, Volume: 8 Issue: 2. https://ajindex.com/articles/1398635

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References (104)

  1. ATSO, Antalya Ticaret ve Sanayi Odası (2015). 2015 yılı Aylık Ekonomik Göstergeler. www.atso.org.tr/icerik/3/66/aylik-ekonomik-gostergeler.html
  2. Apostolaki-Iosifidou, E., Codani, P., & Kempton, W. (2017). Measurement of power loss during electric vehicle charging and discharging. Energy, 127, 730-742. doi:10.1016/j.energy.2017.03.015
  3. Ashique, R. H., Salam, Z., Bin Abdul Aziz, M. J., & Bhatti, A. R. (2017). Integrated photovoltaic-grid dc fast charging system for electric vehicle: A review of the architecture and control. Renewable and Sustainable Energy Reviews, 69, 1243-1257. doi:10.1016/j.rser.2016.11.245
  4. Awasthi, A., Venkitusamy, K., Padmanaban, S., Selvamuthukumaran, R., Blaabjerg, F., & Singh, A. K. (2017). Optimal planning of electric vehicle charging station at the distribution system using hybrid optimization algorithm. Energy, 133, 70-78. doi:10.1016/j.energy.2017.05.094
  5. Balcells, J., & García, J. (2010). Impact of plug-in electric vehicles on the supply grid. In: Proceedings of the 2010 IEEE Vehicle Power and Propulsion Conference (VPPC), 1-4. doi:10.1109/VPPC.2010.5729217
  6. Bass, R., Harley, R., Lambert, F., Rajasekaran, V., & Pierce, J. (2001). Residential harmonic loads and EV charging. In: Proceedings of the 2001 IEEE Power Engineering Society Winter Meeting, Volume 3, 803-808. doi:10.1109/PESW.2001.916965
  7. Bompard, E., Ragazzi, E., & Tenconi, A. (2012). Electric Vehicles and Power Grids: Challenges and Opportunities. In: Calabrese, G. (Eds.) The Greening of the Automotive Industry (pp. 207-224). doi:10.1057/9781137018908_12
  8. Chan, C. C. (2013). The rise & Fall of electric vehicles in 1828-1930: Lessons learned. In: Proceedings of the IEEE, 101(1), 206-212. doi:10.1109/JPROC.2012.2228370
  9. Chen, T. D., Kockelman, K. M., & Khan, M. (2013). Locating Electric Vehicle Charging Stations: Parking-Based Assignment Method for Seattle, Washington. Transportation Research Record, 2385(1), 28-36. doi:10.3141/2385-04
  10. Clement-Nyns, K., Haesen, E., & Driesen, J. (2009). Analysis of the Impact of Plug-In Hybrid Electric Vehicles on Residential Distribution Grids by using Quadratic and Dynamic Programming. World Electric Vehicle Journal, 3(2), 214-224. doi:10.3390/wevj3020214
  11. Clement-Nyns, K., Haesen, E., & Driesen, J. (2011). The impact of vehicle-to-grid on the distribution grid. Electric Power Systems Research, 81(1), 185-192. doi:10.1016/j.epsr.2010.08.007
  12. Denholm, P., & Short, W. (2006, October). An Evaluation of Utility System Impacts and Benefits of Optimally Dispatched Plug-In Hybrid Electric Vehicles. Technical Report, NREL/TP-620-40293. www.nrel.gov/docs/fy07osti/40293.pdf
  13. Diaz, C., Ruiz, F., & Patino, D. (2018). Smart Charge of an Electric Vehicles Station: A Model Predictive Control Approach. In: Proceedings of the 2018 IEEE Conference on Control Technology and Applications (CCTA), 54-59. doi:10.1109/CCTA.2018.8511498
  14. Dragičević, T., Sučić, S., Vasquez, J. C., & Guerrero, J. M. (2014). Flywheel-based distributed bus signalling strategy for the public fast charging station. IEEE Transactions on Smart Grid, 5(6), 2825-2835. doi:10.1109/TSG.2014.2325963
  15. Erbaş, M., Kabak, M., Özceylan, E., & Çetinkaya, C. (2018). Optimal siting of electric vehicle charging stations: A GIS-based fuzzy Multi-Criteria Decision Analysis. Energy, 163, 1017-1031. doi:10.1016/j.energy.2018.08.140
  16. Etezadi-Amoli, M., Choma, K., & Stefani, J. (2010). Rapid-Charge Electric-Vehicle Stations. IEEE Transactions On Power Delivery, 25(3), 1883-1887. doi:10.1109/TPWRD.2010.2047874
  17. Frade, I., Ribeiro, A., Gonçalves, G., & Antunes, A. P. (2011). Optimal location of charging stations for electric vehicles in a neighborhood in Lisbon, Portugal. Transportation Research Record, 2252(1), 91-98. doi:10.3141/2252-12
  18. Gagarin, A., & Corcoran, P. (2018). Multiple domination models for placement of electric vehicle charging stations in road networks. Computers and Operations Research, 96, 69-79. doi:10.1016/j.cor.2018.03.014
  19. Galiveeti, H. R., Goswami, A. K., & Dev Choudhury, N. B. (2018). Impact of plug-in electric vehicles and distributed generation on reliability of distribution systems. Engineering Science and Technology, an International Journal, 21(1), 50-59. doi:10.1016/j.jestch.2018.01.005
  20. Galus, M. D., Vayá, M. G., Krause, T., & Andersson, G. (2013). The role of electric vehicles in smart grids. Wiley Interdisciplinary Reviews: Energy and Environment, 2(4), 384-400. doi:10.1002/wene.56
  21. ODD, Otomotiv Distribütörleri Derneği (2019). Genel Değerlendirme Aralık 2019. www.odd.org.tr/web_2837_1/neuralnetwork.aspx?type=35
  22. ODD, Otomotiv Distribütörleri Derneği (2020). Genel Değerlendirme Aralık 2020. www.odd.org.tr/web_2837_1/neuralnetwork.aspx?type=35
  23. Geth, F., Leemput, N., Van Roy, J., Buscher, J., Ponnette, R., & Driesen, J. (2012). Voltage droop charging of electric vehicles in a residential distribution feeder. In: Proceedings of the 3rd IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), 1-8. doi:10.1109/ISGTEurope.2012.6465692
  24. Green, R. C., Wang, L., & Alam, M. (2011). The impact of plug-in hybrid electric vehicles on distribution networks: A review and outlook. Renewable and Sustainable Energy Reviews, 15(1), 544-553. doi:10.1016/j.rser.2010.08.015
  25. IEC, International Electrotechnical Commission (2012) IEC White Paper: Grid integration of large-capacity Renewable Energy sources and use of large-capacity Electrical Energy Storage by Market Strategy Board Project Team, 101p. webstore.iec.ch/publication/22375
  26. ENERGY, Office of Energy Efficiency & Renewable Energy (2019). Summary Report on EVs at Scale and the U.S. Electric Power System. www.energy.gov/eere/vehicles/downloads/summary-report-evs-scale-and-us-electric-power-system-2019
  27. Güneş, D., Tekdemir, İ. G., Karaarslan, M. Ş., & Alboyacı, B. (2018). Elektrikli araç şarj istasyonu yüklerinin güvenilirlik indisleri üzerine etkilerinin incelenmesi. Gazi Üniversitesi Mühendislik Mimarlık Fakültesi Dergisi, 33(3), 1073-1084. doi:10.17341/gazimmfd.416408
  28. Guo, J., Zhao, H., Shen, Z., Wang, A., Cao, L., Hu, E., Wang, Z., & Song, X. (2018). Research on Harmonic Characteristics and Harmonic Counteraction Problem of EV Charging Station. In: Proceedings of the 2nd IEEE Conference on Energy Internet and Energy System Integration (EI2), 1-5. doi:10.1109/EI2.2018.8582095
  29. Guo, S., & Zhao, H. (2015). Optimal site selection of electric vehicle charging station by using fuzzy TOPSIS based on sustainability perspective. Applied Energy, 158, 390-402. doi:10.1016/j.apenergy.2015.08.082
  30. Harighi, T., & Bayindir, R. (2019). Load Estimation Use in Electric Vehicle Charge Station Coordination in Different Node and Definite Area. In: Proceedings of the 6th IEEE International Conference on Smart Grid (IcSmartGrids), 264-271. doi:10.1109/ISGWCP.2018.8634506
  31. Harighi, T., Padmanaban, S., Bayindir, R., Hossain, E., & Holm-Nielsen, J. B. (2019). Electric vehicle charge stations location analysis and determination-Ankara (Turkey) case study. Energies, 12(18), 3472. doi:10.3390/en12183472
  32. Herron, D. (2017). Charging levels - Level 1, Level 2, DC Fast Charging, etc. In: Range Confidence: Charge Fast, Drive Far, with your Electric Car (Ch. 11-1). greentransportation.info/ev-charging/range-confidence/chap4-charging/4-charging-levels.html
  33. Hu, D., Zhang, J., & Zhang, Q. (2019). Optimization design of electric vehicle charging stations based on the forecasting data with service balance consideration. Applied Soft Computing, 75, 215-226. doi:10.1016/j.asoc.2018.07.063
  34. Huang, M., Huang, S., & Jiang, J. (2008). Harmonic study of electric vehicle chargers. Journal of Beijing Jiaotong University, 32(5), 85-88. jdxb.bjtu.edu.cn/EN/Y2008/V32/I5/85
  35. IEA, International Energy Agency (2020, June). Global EV Outlook 2020: Entering the decade of electric drive? Technology report. www.iea.org/reports/global-ev-outlook-2020
  36. GCC, Green Car Congress (2020). IONITY orders 324 350kW EV chargers from ABB for second phase of expansion. Retrieved August 31, 2020, www.greencarcongress.com/2020/01/20200110-abb.html
  37. Irle, R. (2020). Global Plug-in Vehicle Sales Reached over 3,2 Million in 2020. www.ev-volumes.com/country/total-world-plug-in-vehicle-volumes/
  38. Jordán, J., Palanca, J., Del Val, E., Julian, V., & Botti, V. (2018). A multi-agent system for the dynamic emplacement of electric vehicle charging stations. Applied Sciences, 8(2), 313. doi:10.3390/app8020313
  39. Kane, M. (2020, November n.d.-a). Passenger Plug-In Electric Car Sales In Europe In Q1-Q3 2020 By Country. insideevs.com/news/452914/plugin-car-sales-europe-q1q3-2020-country/
  40. Kempton, W., & Tomić, J. (2005). Vehicle-to-grid power implementation: From stabilizing the grid to supporting large-scale renewable energy. Journal of Power Sources, 144(1), 280-294. doi:10.1016/j.jpowsour.2004.12.022
  41. Khalkhali, K., Abapour, S., Moghaddas-Tafreshi, S. M., & Abapour, M. (2015). Application of data envelopment analysis theorem in plug-in hybrid electric vehicle charging station planning. IET Generation, Transmission and Distribution, 9(7), 666-676. doi:10.1049/iet-gtd.2014.0554
  42. Kong, W., Luo, Y., Feng, G., Li, K., & Peng, H. (2019). Optimal location planning method of fast charging station for electric vehicles considering operators, drivers, vehicles, traffic flow and power grid. Energy, 186, 115826. doi:10.1016/j.energy.2019.07.156
  43. Lam, A. Y. S., Leung, Y. W., & Chu, X. (2014). Electric vehicle charging station placement: Formulation, complexity, and solutions. IEEE Transactions on Smart Grid, 5(6), 2846-2856. doi:10.1109/TSG.2014.2344684
  44. Li, C. T., Ahn, C., Peng, H., & Sun, J. (2012). Integration of plug-in electric vehicle charging and wind energy scheduling on electricity grid. In: Proceedings of the 2012 IEEE PES Innovative Smart Grid Technologies (ISGT), 1-7. doi:10.1109/ISGT.2012.6175617
  45. Li, C. T., Ahn, C., Peng, H., & Sun, J. (2013). Synergistic control of plug-in vehicle charging and wind power scheduling. IEEE Transactions on Power Systems, 28(2), 1113-1121. doi:10.1109/TPWRS.2012.2211900
  46. Li, S., Huang, Y., & Mason, S. J. (2016). A multi-period optimization model for the deployment of public electric vehicle charging stations on network. Transportation Research Part C: Emerging Technologies, 65, 128-143. doi:10.1016/j.trc.2016.01.008
  47. Liao, F., Molin, E., & van Wee, B. (2017). Consumer preferences for electric vehicles: a literature review. Transport Reviews, 37(3), 252-275. doi:10.1080/01441647.2016.1230794
  48. Lin, B., & Wu, W. (2018). Why people want to buy electric vehicle: An empirical study in first-tier cities of China. Energy Policy, 112, 233-241. doi:10.1016/j.enpol.2017.10.026
  49. Lin, R., Ye, Z., Guo, Z., & Wu, B. (2020). Hydrogen station location optimization based on multiple data sources. International Journal of Hydrogen Energy, 45(17), 10270-10279. doi:10.1016/j.ijhydene.2019.10.069
  50. Lin, S., He, Z., Zang, T., & Qian, Q. (2010). Impact of plug-in hybrid electric vehicles on distribution systems. In: Proceedings of the 2010 International Conference on Power System Technology: Technological Innovations Making Power Grid Smarter (POWERCON), 1-5. doi:10.1109/POWERCON.2010.5666121
  51. Lin, Y., Zhang, K., Shen, Z. J. M., Ye, B., & Miao, L. (2019). Multistage large-scale charging station planning for electric buses considering transportation network and power grid. Transportation Research Part C: Emerging Technologies, 107, 423-443. 10.1016/j.trc.2019.08.009
  52. Liu, J., Zhang, T., Zhu, J., & Ma, T. (2018). Allocation optimization of electric vehicle charging station (EVCS) considering with charging satisfaction and distributed renewables integration. Energy, 164, 560-574. doi:10.1016/j.energy.2018.09.028
  53. Liu, L., Kong, F., Liu, X., Peng, Y., & Wang, Q. (2015). A review on electric vehicles interacting with renewable energy in smart grid. Renewable and Sustainable Energy Reviews, 51, 648-661. doi:10.1016/j.rser.2015.06.036
  54. Liu, Z., Xie, Y., Feng, D., Zhou, Y., Shi, S., & Fang, C. (2019). Load forecasting model and day-ahead operation strategy for city-located EV quick charge stations. In: Proceedings of the 8th Renewable Power Generation Conference (RPG), IET Conference Publications (CP764), 1-6. doi:10.1049/cp.2019.0492
  55. Liu, Z., Wen, F., & Ledwich, G. (2013). Optimal planning of electric-vehicle charging stations in distribution systems. IEEE Transactions on Power Delivery, 28(1), 102-110. doi:10.1109/TPWRD.2012.2223489
  56. Lo, E. W. C., Sustanto, D., & Fok, C. C. (1999). Harmonic load flow study for electric vehicle chargers. In: Proceedings of the International Conference on Power Electronics and Drive Systems (PEDS), Volume 2, 495-500. doi:10.1109/peds.1999.794613
  57. Lopes, J. A. P., Soares, F. J., & Almeida, P. M. R. (2011). Integration of electric vehicles in the electric power system. In: Proceedings of the IEEE, 99(1), 168-183. doi:10.1109/JPROC.2010.2066250
  58. Lund, H., & Kempton, W. (2008). Integration of renewable energy into the transport and electricity sectors through V2G. Energy Policy, 36(9), 3578-3587. doi:10.1016/j.enpol.2008.06.007
  59. Ma, G., Jiang, L., Chen, Y., Dai, C., & Ju, R. (2017). Study on the impact of electric vehicle charging load on nodal voltage deviation. Archives of Electrical Engineering, 66(3), 495-505. doi:10.1515/aee-2017-0037
  60. McPhail, D. (2014). Evaluation of ground energy storage assisted electric vehicle DC fast charger for demand charge reduction and providing demand response. Renewable Energy, 67, 103-108. doi:10.1016/j.renene.2013.11.023
  61. Moslehi, K., & Kumar, R. (2010). A reliability perspective of the smart grid. IEEE Transactions on Smart Grid, 1(1), 57-64. doi:10.1109/TSG.2010.2046346
  62. Mozafar, M. R., Moradi, M. H., & Amini, M. H. (2017). A simultaneous approach for optimal allocation of renewable energy sources and electric vehicle charging stations in smart grids based on improved GA-PSO algorithm. Sustainable Cities and Society, 32, 627-637. doi:10.1016/j.scs.2017.05.007
  63. Mwasilu, F., Justo, J. J., Kim, E. K., Do, T. D., & Jung, J. W. (2014). Electric vehicles and smart grid interaction: A review on vehicle to grid and renewable energy sources integration. Renewable and Sustainable Energy Reviews, 34, 501-516. doi:10.1016/j.rser.2014.03.031
  64. SUNPOWER (2011). Nissan LEAFTM Charges up With SunPower. Retrieved November 10, 2020, newsroom.sunpower.com/press-releases?item=122812
  65. Orr, J. A., Emanuel, A. E., & Oberg, K. W. (1982). Current Harmonics Generated By a Cluster of Electric Vehicle Battery Chargers. IEEE Power Engineering Review, PER-2(3), 30-31. doi:10.1109/mper.1982.5520328
  66. Pashajavid, E., & Golkar, M. A. (2013). Optimal placement and sizing of plug in electric vehicles charging stations within distribution networks with high penetration of photovoltaic panels. Journal of Renewable and Sustainable Energy, 5(5). doi:10.1063/1.4822257
  67. Phonrattanasak, P., & Leeprechanon, N. (2012). Optimal Location of Fast Charging Station on Residential Distribution Grid. International Journal of Innovation, Management and Technology, 3(6), 675-681. www.ijimt.org/show-40-537-1.html
  68. Phonrattanasak, P., & Leeprechanon, N. (2014). Optimal placement of EV fast charging stations considering the impact on electrical distribution and traffic condition. In: Proceedings of the 2014 International Conference and Utility Exhibition on Green Energy for Sustainable Development (ICUE), 1-6.
  69. Poursistani, M. R., Abedi, M., Hajilu, N., & Gharehpetian, G. B. (2015). Impacts of plug-in electric vehicles smart charging on distribution networks. In: Proceedings of the 2014 International Congress on Technology, Communication and Knowledge (ICTCK), 1-6. doi:10.1109/ICTCK.2014.7033499
  70. Raposo, J., Rodrigues, A., Silva, C., & Dentinho, T. (2015). A multi-criteria decision aid methodology to design electric vehicles public charging networks. AIP Advances, 5(5), 057123. doi:10.1063/1.4921087
  71. Rigas, E. S., Ramchurn, S. D., & Bassiliades, N. (2015). Managing Electric Vehicles in the Smart Grid Using Artificial Intelligence: A Survey. IEEE Transactions on Intelligent Transportation Systems, 16(4), 1619-1635. doi:10.1109/TITS.2014.2376873
  72. SAE International (2017) SAE Electric Vehicle and Plug in Hybrid Electric Vehicle Conductive Charge Coupler. Standard J1772_201710. www.sae.org/standards/content/j1772_201710/
  73. Sehar, F., Pipattanasomporn, M., & Rahman, S. (2017). Demand management to mitigate impacts of plug-in electric vehicle fast charge in buildings with renewables. Energy, 120, 642-651. doi:10.1016/j.energy.2016.11.118
  74. Shao, S., Pipattanasomporn, M., & Rahman, S. (2009). Challenges of PHEV penetration to the residential distribution network. In: Proceedings of the 2009 IEEE Power and Energy Society General Meeting (PES), 1-8. doi:10.1109/PES.2009.5275806
  75. Shao, S., Pipattanasomporn, M., & Rahman, S. (2011). Demand Response as a Load Shaping Tool in an Intelligent Grid With Electric Vehicles. IEEE Transactions on Smart Grid, 2(4), 624-631. doi:10.1109/TSG.2011.2164583
  76. Shi, R., & Lee, K. Y. (2015). Multi-Objective Optimization of Electric Vehicle Fast Charging Stations with SPEA-II. IFAC-PapersOnLine, 48(30), 535-540. doi:10.1016/j.ifacol.2015.12.435
  77. Singh, M., Kar, I., & Kumar, P. (2010). Influence of EV on grid power quality and optimizing the charging schedule to mitigate voltage imbalance and reduce power loss. In: Proceedings of the 14th International Power Electronics and Motion Control Conference (EPE-PEMC), 196-203. doi:10.1109/EPEPEMC.2010.5606657
  78. Sortomme, E., & El-Sharkawi, M. A. (2011). Optimal charging strategies for unidirectional vehicle-to-grid. IEEE Transactions on Smart Grid, 2(1), 131-138. doi:10.1109/TSG.2010.2090910
  79. Speirs, R. (2020). How Long Will It Take To Charge My EV? www.evnex.com/articles/ev-charging-times
  80. Staats, P. T., Grady, W. M., Arapostathis, A., & Thallam, R. S. (1997). A statistical method for predicting the net harmonic currents generated by a concentration of electric vehicle battery chargers. IEEE Transactions on Power Delivery, 12(3), 1258-1266. doi:10.1109/61.637002
  81. Suganya, S., Raja, S. C., & Venkatesh, P. (2017). Simultaneous coordination of distinct plug-in Hybrid Electric Vehicle charging stations: A modified Particle Swarm Optimization approach. Energy, 138, 92-102. doi:10.1016/j.energy.2017.07.036
  82. Sultana, U., Khairuddin, A. B., Sultana, B., Rasheed, N., Qazi, S. H., & Malik, N. R. (2018). Placement and sizing of multiple distributed generation and battery swapping stations using grasshopper optimizer algorithm. Energy, 165, 408-421. doi:10.1016/j.energy.2018.09.083
  83. T.C. Kültür ve Turizm Bakanlığı Yatırım ve İşletmeler Genel Müdürlüğü. (2019). 2019 Ocak Eylül Turizm İstatistikleri. https://yigm.ktb.gov.tr/Eklenti/67862,turizmistatistikleri2019-306112019pdf.pdf
  84. Tan, K. M., Ramachandaramurthy, V. K., & Yong, J. Y. (2016). Integration of electric vehicles in smart grid: A review on vehicle to grid technologies and optimization techniques. Renewable and Sustainable Energy Reviews, 53, 720-732. doi:10.1016/j.rser.2015.09.012
  85. Tang, Z., Guo, C., Hou, P., & Fan, Y. (2013). Optimal Siting of Electric Vehicle Charging Stations Based on Voronoi Diagram and FAHP Method. Energy and Power Engineering, 5, 1404-1409. doi:10.4236/epe.2013.54b266
  86. TEİAŞ, Türkiye Elektrik İletim AŞ (2018). Türkiye ve Kişi Başına Kurulu Güç - Brüt Üretim - Arz - Net Tüketiminin Yıllar İtibariyle Gelişimi. https://www.teias.gov.tr/tr-TR/turkiye-elektrik-uretim-iletim-istatistikleri
  87. Tekdemir, I. G., Alboyaci, B., Gunes, D., & Sengul, M. (2017). A probabilistic approach for evaluation of electric vehicles’ effects on distribution systems. In: Proceedings of the 4th International Conference on Electrical and Electronics Engineering (ICEEE), 143-147. doi:10.1109/ICEEE2.2017.7935809
  88. Tomić, J., & Kempton, W. (2007). Using fleets of electric-drive vehicles for grid support. Journal of Power Sources, 168(2), 459-468. doi:10.1016/j.jpowsour.2007.03.010
  89. Ucer, E., Kisacikoglu, M. C., & Cafer Gurbuz, A. (2018). Learning EV Integration Impact on a Low Voltage Distribution Grid. In: Proceedings of the 2018 IEEE Power and Energy Society General Meeting (PESGM), 1-5. doi:10.1109/PESGM.2018.8586208
  90. Vaya, M. G., & Andersson, G. (2013). Integrating renewable energy forecast uncertainty in smart-charging approaches for plug-in electric vehicles. In: Proceedings of the 2013 IEEE Grenoble Conference, 1-6. doi:10.1109/PTC.2013.6652150
  91. Vazifeh, M. M., Zhang, H., Santi, P., & Ratti, C. (2019). Optimizing the deployment of electric vehicle charging stations using pervasive mobility data. Transportation Research Part A: Policy and Practice, 121, 75-91. doi:10.1016/j.tra.2019.01.002
  92. Wang, Y. W. (2007). An optimal location choice model for recreation-oriented scooter recharge stations. Transportation Research Part D: Transport and Environment, 12(3), 231-237. doi:10.1016/j.trd.2007.02.002
  93. Wu, Y., Yang, M., Zhang, H., Chen, K., & Wang, Y. (2016). Optimal site selection of electric vehicle charging stations based on a cloud model and the PROMETHEE method. Energies, 9(3), 157. doi:10.3390/en9030157
  94. Yang, J., Dong, J., & Hu, L. (2017). A data-driven optimization-based approach for siting and sizing of electric taxi charging stations. Transportation Research Part C: Emerging Technologies, 77(2), 462-477. doi:10.1016/j.trc.2017.02.014
  95. Yang, Z., Li, K., Foley, A., & Zhang, C. (2014). Optimal scheduling methods to integrate plug-in electric vehicles with the power system: A review. IFAC Proceedings Volumes, 47(3), 8594-8603. doi:10.3182/20140824-6-za-1003.01804
  96. You, P. S., & Hsieh, Y. C. (2014). A hybrid heuristic approach to the problem of the location of vehicle charging stations. Computers & Industrial Engineering, 70, 195-204. doi:10.1016/j.cie.2014.02.001
  97. Zhao, H., & Li, N. (2016). Optimal siting of charging stations for electric vehicles based on fuzzy Delphi and hybrid multi-criteria decision making approaches from an extended sustainability perspective. Energies, 9(4), 270. doi:10.3390/en9040270
  98. Zhao, L. S., & Yuan, H. M. (2018). The impact of quick charge on power quality of high-voltage grid. In: 3rd Asia Conference on Power and Electrical Engineering. IOP Conference Series: Materials Science and Engineering, 366, 012033. doi:10.1088/1757-899X/366/1/012033
  99. URL-1 (n.d.). IONITY. Our Background. Retrieved August 31, 2020, ionity.eu/en/about.html
  100. URL-2 (n.d.). EV Charging Station Map. Retrieved August 31, 2020, www.plugshare.com/
  101. URL-3 (n.d.). IONITY. Our Network. Retrieved August 31, 2020, ionity.eu/en/where-and-how.html
  102. URL-4 (n.d.). Supercharging. Retrieved December 1, 2020, www.tesla.com/support/supercharging
  103. URL-5 (n.d.). Charge on the Road. Retrieved August 31, 2020, www.tesla.com/en_EU/supercharger
  104. URL-6 (2016). Tesla and SolarCity. www.tesla.com/blog/tesla-and-solarcity