Vehicle-to-grid communication system for electric vehicle charging

被引:16
|
作者
Lim, Yujin [2 ]
Kim, Hak-Man [1 ]
Kang, Sanggil [3 ]
Kim, Tai-Hoon [4 ]
机构
[1] Univ Incheon, Dept Elect Engn, Inchon 406840, South Korea
[2] Univ Suwon, Dept Informat Media, Gyeonggi Do, South Korea
[3] Inha Univ, Dept Comp Sci & Informat Engn, Inchon 406840, South Korea
[4] Hannan Univ, Dept Multimedia Engn, Taejon, South Korea
基金
新加坡国家研究基金会;
关键词
Electric vehicle; geocasting; neural network; predictor; time series; vehicle-to-grid communication; LOCALIZATION; NETWORKS;
D O I
10.3233/ICA-2012-0391
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recently, the attention on electric vehicle (EV)/plug-in hybrid electric vehicle (PHEV) has been growing. The EV/PHEV will be one of important electric loads from the viewpoint of smart grid in near future. It is anticipated that the EV/PHEV will affect the load pattern of power grids. For this reason, the effective management of the EV/PHEV based on the information and communications technologies will be a major function of smart grid. For EV/PHEV applications, a user interface device equipped on EVs/PHEVs allows the driver to receive instructions or seek advice to manage EV's/PHEV's battery charging/discharging process. In this paper, we present a design of vehicle-grid communications system. To improve the performance of the system, we customize our communication protocol for distributing EV/PHEV's charging information reliably. Also, we model a one-step ahead nonlinear predictor of the charge or discharge price using a neural network ensemble technique. In the experiments, we verify the performance of our protocol with respect to the data delivery ratio and the number of message forwarding. We also compare the price prediction accuracy using the real energy price data, compared with the conventional methods.
引用
收藏
页码:57 / 65
页数:9
相关论文
共 50 条
  • [31] VEHICLE-TO-GRID ANCILLARY SERVICES USING INTELLIGENT GREEN ELECTRIC VEHICLE CHARGING INFRASTRUCTURE IN SMARTGRID
    Raveendran, Visal
    Shanthisree, Sankara W.
    Swathy, Kanaran
    Nair, Manjula G.
    Alvarez-Bel, Carlos
    INTERNATIONAL JOURNAL OF POWER AND ENERGY SYSTEMS, 2020, 40 (01): : 18 - 28
  • [32] Vehicle-to-Grid Support by Electric Vehicle Charging Stations operated at Airports and Metro Rail Stations
    Raveendran, Visal
    Krishnan, N. Navaneet
    Nair, Manjula G.
    PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON TECHNOLOGICAL ADVANCEMENTS IN POWER AND ENERGY (TAP ENERGY): EXPLORING ENERGY SOLUTIONS FOR AN INTELLIGENT POWER GRID, 2017,
  • [33] Novel grid-connected solar/wind powered electric vehicle charging station with vehicle-to-grid technology
    Fathabadi, Hassan
    ENERGY, 2017, 132 : 1 - 11
  • [34] Combining photovoltaic energy with electric vehicles, smart charging and vehicle-to-grid
    Fattori, Fabrizio
    Anglani, Norma
    Muliere, Giuseppe
    Solar Energy, 2014, 110 : 438 - 451
  • [35] Modeling of Electric Vehicle Battery for Vehicle-to-Grid Applications
    Pang, Ying
    Brady, Cormac
    Pellegrino, Giustino
    D'Alfonso, Nicola
    Leban, Krisztina M.
    Alonso, Juan Jesus
    Ritchie, Ewen
    2013 8TH INTERNATIONAL SYMPOSIUM ON ADVANCED TOPICS IN ELECTRICAL ENGINEERING (ATEE), 2013,
  • [36] Optimal Charging Strategies for Unidirectional Vehicle-to-Grid
    Sortomme, Eric
    El-Sharkawi, Mohamed A.
    IEEE TRANSACTIONS ON SMART GRID, 2011, 2 (01) : 131 - 138
  • [37] Electric Vehicles and the Vehicle-to-grid Technology
    Tu Yiyun
    Bian Xiaoyan
    Li Can
    Cheng Lin
    Li Hongzhong
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 4361 - +
  • [38] Efficient allocation of capacitors and vehicle-to-grid integration with electric vehicle charging stations in radial distribution networks
    Soliman, Ismail A.
    Tulsky, Vladimir
    el-Ghany, Hossam A. Abd
    Elgebaly, Ahmed E.
    APPLIED ENERGY, 2025, 377
  • [39] Reaping the Benefits of Smart Electric Vehicle Charging and Vehicle-to-Grid Technologies: Regulatory, Policy and Technical Aspects
    Tirunagari, Sridevi
    Gu, Mingchen
    Meegahapola, Lasantha
    IEEE ACCESS, 2022, 10 : 114657 - 114672
  • [40] Conversion System for Grid-to-Vehicle and Vehicle-to-Grid Applications
    Marinho, Diogo
    Chaves, Miguel
    Gamboa, Paulo
    Lopes, Jose
    JOURNAL OF ELECTROCHEMICAL ENERGY CONVERSION AND STORAGE, 2020, 17 (01)