Forecasting Energy Consumption of Electric Vehicles Hasan Huseyin Coban

被引:8
|
作者
Coban, Hasan Huseyin [1 ]
Bajaj, Mohit [2 ,3 ]
Blazek, Vojtech [4 ]
Jurado, Francisco [5 ]
Kamel, Salah [6 ]
机构
[1] Ardahan Univ, Dept Elect Engn, TR-75002 Ardahan, Turkiye
[2] Graph Era, Dept Elect Engn, Dehra Dun 248002, Uttarakhand, India
[3] Graph Era Hill Univ, Dept Elect Engn, Dehra Dun 248002, Uttarakhand, India
[4] VSB Tech Univ Ostrava, ENET Ctr, Ostrava 70800, Czech Republic
[5] Univ Jaen, Dept Elect Engn, Jaen, Spain
[6] Aswan Univ, Fac Engn, Dept Elect Engn, Aswan, Egypt
关键词
Electric Vehicles; Prediction; Consumption; Panel Data Analysis; Fixed Effects; SECTOR; POWER;
D O I
10.1109/GPECOM58364.2023.10175761
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To reduce exhaust emissions that contribute to climate change, many countries aim to replace internal combustion engines with electric vehicles (EVs). As this change takes place, it is important to understand the potential impacts of EVs on the distribution grid. There must be a plan for grid flexibility quickly given the additional grid costs and concerns about how these costs can be reduced. Previous estimates are based on inconsistent surveys or consist of small, non-representative samples of households with electric vehicle meters. In this study, a scaled estimation of electric vehicle home charging in Turkey is presented. Fixed effects methods are used for panel data to estimate the effects of electric vehicle adoption on electric load. The average electric vehicle increases the overall household load by 3.1 kWh per day (the majority is concentrated during the night-time hours), well below the amount assumed by network regulators. With the results implying that electric vehicles travel less than expected on electric power, the issue of how to integrate electric vehicles into the energy system is a major concern as their uncontrolled charging could adversely affect the functioning of distribution grids.
引用
收藏
页码:120 / 124
页数:5
相关论文
共 50 条
  • [1] ENERGY CONSUMPTION OF ELECTRIC VEHICLES
    THOMAS, G
    ELECTRICAL REVIEW, 1975, 197 (17): : 538 - 540
  • [2] Energy Consumption of Electric Vehicles in Europe
    Weiss, Martin
    Winbush, Trey
    Newman, Alexandra
    Helmers, Eckard
    SUSTAINABILITY, 2024, 16 (17)
  • [3] Reducing the Energy Consumption of Electric Vehicles
    Skarka, Wojciech
    TRANSDISCIPLINARY LIFECYCLE ANALYSIS OF SYSTEMS, 2015, 2 : 500 - 509
  • [4] FORECASTING CONSUMPTION OF ELECTRIC ENERGY IN PETROLEUM PRODUCTION
    BAK, SI
    NEFTYANOE KHOZYAISTVO, 1978, (02): : 3 - 4
  • [5] Intelligent Energy Consumption Estimation for Electric Vehicles
    Asthenopoulos, Vasileios
    Kosmides, Pavlos
    Adamopoulou, Evgenia
    Demestichas, Konstantinos
    2014 INTERNATIONAL CONFERENCE ON CONNECTED VEHICLES AND EXPO (ICCVE), 2014, : 293 - 298
  • [6] Electric vehicles' energy consumption measurement and estimation
    Wu, Xinkai
    Freese, David
    Cabrera, Alfredo
    Kitch, William A.
    TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2015, 34 : 52 - 67
  • [7] Electric vehicles' energy consumption measurement and estimation
    Wu, Xinkai
    Freese, David
    Cabrera, Alfredo
    Kitch, William A.
    Transportation Research Part D: Transport and Environment, 2015, 34 : 52 - 67
  • [8] Methods of Forecasting Electric Energy Consumption: A Literature Review
    Klyuev, Roman V. V.
    Morgoev, Irbek D. D.
    Morgoeva, Angelika D. D.
    Gavrina, Oksana A. A.
    Martyushev, Nikita V. V.
    Efremenkov, Egor A. A.
    Mengxu, Qi
    ENERGIES, 2022, 15 (23)
  • [9] Forecasting electric energy consumption using neural networks
    Nizami, SSAKJ
    AlGarni, AZ
    ENERGY POLICY, 1995, 23 (12) : 1097 - 1104
  • [10] A simple forecasting model for industrial electric energy consumption
    Al-Shehri, A
    INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2000, 24 (08) : 719 - 726