Dynamic Programming-Based Optimal Charging Scheduling for Electric Vehicles

被引:1
|
作者
Li, Kuan [1 ]
Zhang, Ying [2 ]
Du, Chenglie [2 ]
You, Tao [2 ]
Bai, Lu [2 ]
Wu, Jiaming [3 ]
机构
[1] Northwestern Polytech Univ, Sch Software, Xian, Peoples R China
[2] Northwestern Polytech Univ, Sch Comp Sci, Xian, Peoples R China
[3] Chalmers Univ Technol, Dept Architecture & Civil Engn, Gothenburg, Sweden
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
charging scheduling; dynamic programming; electric vehicles; real-time electricity price;
D O I
10.1109/ICITE56321.2022.10101439
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The charging scheduling of electric vehicles not only affects the operation of the grid system, but also affects the charging cost of vehicle users. This paper studies the charging scheduling problem of electric vehicles from the user's perspective by considering the grid's as well as the user's needs. On the basis of real-time electricity prices, an electric vehicle charging scheduling system aiming at the lowest charging cost is designed and an optimal charging scheduling method based on dynamic programming is established. In order to reduce the unnecessary computational expenses, this paper optimizes the dynamic programming algorithm, and defines the state transition limit of the dynamic programming search space according to the actual constraints, which reduces the computational complexity. The simulation results show that, on the premise of satisfying the power constraints and user charging demands, the electric vehicles charging scheduling system can effectively reduce the charging cost and time. In addition, the charging process has little impact on the power system from the perspective of grid fluctuation.
引用
收藏
页码:545 / 550
页数:6
相关论文
共 50 条
  • [1] Dynamic Programming-based Optimization of Electric Vehicle Fleet Charging
    Skugor, Branimir
    Deur, Josko
    [J]. 2014 IEEE INTERNATIONAL ELECTRIC VEHICLE CONFERENCE (IEVC), 2014,
  • [2] Optimal Charging Scheduling of Electric Vehicles Based on CPSS
    Cao, Jin
    Ge, Yuan
    Lin, Qiyou
    Chen, Renfeng
    [J]. 2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 1928 - 1933
  • [3] Quadratic Programming-Based Simultaneous Charging Strategy for Battery Packs of Electric Vehicles
    Chen, Jian
    Chen, Hao
    Zhou, Mi
    Kumar, Lalitesh
    Zheng, Jian
    [J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2022, 27 (06) : 5869 - 5878
  • [4] Optimal Scheduling for Charging and Discharging of Electric Vehicles
    He, Yifeng
    Venkatesh, Bala
    Guan, Ling
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2012, 3 (03) : 1095 - 1105
  • [5] Optimal Routing of Electric Vehicles in Networks with Charging Nodes: A Dynamic Programming Approach
    Pourazarm, Sepideh
    Cassandras, Christos G.
    Malikopoulos, Andreas
    [J]. 2014 IEEE INTERNATIONAL ELECTRIC VEHICLE CONFERENCE (IEVC), 2014,
  • [6] Towards an Optimal Assignment and Scheduling for Charging Electric Vehicles
    Ruzmetov, Azizbek
    Nait-Sidi-Moh, Ahmed
    Bakhouya, Mohamed
    Gaber, Jaafar
    [J]. PROCEEDINGS OF 2013 INTERNATIONAL RENEWABLE AND SUSTAINABLE ENERGY CONFERENCE (IRSEC), 2013, : 537 - 541
  • [7] Joint Scheduling and Optimal Charging of Electric Vehicles Problem
    Sassi, Ons
    Oulamara, Ammar
    [J]. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2014, PT II, 2014, 8580 : 76 - +
  • [8] Optimal scheduling of charging and discharging of electric vehicles based on global and local optimal model
    Zhang, Hong
    Shen, Xin
    Ge, Dechu
    Liu, Aidong
    Dai, Baoxin
    [J]. Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2020, 48 (06): : 1 - 9
  • [9] Optimal Charging Scheduling of Electric Vehicles: The Co-Charging Case
    Malisani, Paul
    Zhu, Jiamin
    Pognant-Gros, Philippe
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2023, 38 (02) : 1069 - 1080
  • [10] Dynamic Scheduling for Charging Electric Vehicles: A Priority Rule
    Xu, Yunjian
    Pan, Feng
    Tong, Lang
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 61 (12) : 4094 - 4099