An Overview of Electric Vehicle Load Modeling Strategies for Grid Integration Studies

被引:0
|
作者
Huaman-Rivera, Anny [1 ]
Calloquispe-Huallpa, Ricardo [1 ]
Luna Hernandez, Adriana C. [1 ]
Irizarry-Rivera, Agustin [1 ]
机构
[1] Univ Puerto R Mayaguez, Elect & Comp Engn Dept, Mayaguez, PR 00680 USA
关键词
electric vehicles; load modeling; deterministic; statistical; machine learning; CHARGING LOAD; DEMAND;
D O I
10.3390/electronics13122259
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The adoption of electric vehicles (EVs) has emerged as a solution to reduce greenhouse gas emissions in the transportation sector, which has motivated the implementation of public policies to promote their use in several countries. However, the high adoption of EVs poses challenges for the electricity sector, as it would imply an increase in energy demand and possible impacts on the power quality (PQ) of the power grid. Therefore, it is important to conduct EV integration studies in the power grid to determine the amount that can be incorporated without causing problems and identify the areas of the power sector that will require reinforcements. Accurate EV load patterns are required for this type of study that, through mathematical modeling, reflect both the dynamic behavior and the factors that influence the decision to recharge EVs. This article aims to present an overview of EVs, examine the different factors considered in the literature for modeling EV load patterns, and review modeling methods. EV load modeling methods are classified into deterministic, statistical, and machine learning. The article shows that each modeling method has its advantages, disadvantages, and data requirements, ranging from simple load modeling to more accurate models requiring large datasets.
引用
收藏
页数:23
相关论文
共 50 条
  • [1] Electric vehicle behavior modeling and applications in vehicle-grid integration: An overview
    Li, Xiaohui
    Wang, Zhenpo
    Zhang, Lei
    Sun, Fengchun
    Cui, Dingsong
    Hecht, Christopher
    Figgener, Jan
    Sauer, Dirk Uwe
    ENERGY, 2023, 268
  • [2] An Overview of Electric Vehicle Charging Data Acquisition and Grid Connection Standards for Power System Studies and EV-Grid Integration
    Ali, Syed Shafm
    Rawdah, Rawdah
    Hasan, Kazi N.
    PROCEEDINGS OF 2021 31ST AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE (AUPEC), 2021,
  • [3] Optimization of Electric Vehicle Charging to Shave Peak Load for Integration in Smart Grid
    Debnath, Bidya
    Biswas, Sabyasachi
    Uddin, Md Forkan
    2020 IEEE REGION 10 SYMPOSIUM (TENSYMP) - TECHNOLOGY FOR IMPACTFUL SUSTAINABLE DEVELOPMENT, 2020, : 483 - 488
  • [4] Implementation of Electric Vehicle and Grid Integration
    Aziz, Muhammad
    Huda, Muhammad
    Budiman, Bentang Arief
    Sutanto, Erwin
    Sambegoro, Poetro Lebdo
    2018 5TH INTERNATIONAL CONFERENCE ON ELECTRIC VEHICULAR TECHNOLOGY (ICEVT), 2018, : 9 - 13
  • [5] Hierarchical Operation of Electric Vehicle Charging Station in Smart Grid Integration Applications - An Overview
    Wu, Yu
    Wang, Ziliang
    Huangfu, Yigeng
    Ravey, Alexandre
    Chrenko, Daniela
    Gao, Fei
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2022, 139
  • [6] Test Device for Electric Vehicle Grid Integration
    Ledinger, Stephan
    Reihs, David
    Stahleder, Daniel
    Lehfuss, Felix
    2018 IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2018 IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC / I&CPS EUROPE), 2018,
  • [7] Integration of the electric vehicle into the electrical grid of the future
    González-Pérez M.
    Martín J.I.S.
    Asensio F.J.
    Zamora I.
    Oñederra O.
    Saldaña G.
    Oleagordía I.J.
    Renewable Energy and Power Quality Journal, 2021, 19 : 293 - 297
  • [8] A review on mathematical models of electric vehicle for energy management and grid integration studies
    Thomas, Polly
    Shanmugam, Prabhakar Karthikeyan
    JOURNAL OF ENERGY STORAGE, 2022, 55
  • [9] Sequential Model of the Grid Load Structure with Electric Vehicle Load
    Li, Jiajue
    Zhang, Tao
    Guo, Shuai
    Wang, Liang
    Yu, Jia
    Wang, Chao
    Zhang, Qiang
    Zeng, Hui
    2016 CHINA INTERNATIONAL CONFERENCE ON ELECTRICITY DISTRIBUTION (CICED), 2016,
  • [10] Plug-in Electric Vehicle Load Modeling for Smart Charging Strategies in Microgrids
    Guzel, Iven
    Gol, Murat
    2021 INTERNATIONAL CONFERENCE ON SMART ENERGY SYSTEMS AND TECHNOLOGIES (SEST), 2021,