Multi-objective Optimal Charging Scheduling Strategy for Electric Vehicles Considering Traffic Flow, Power Grid, and Charging Stations

被引:1
|
作者
Kong, Weiwei [1 ]
Cai, Tianmao [1 ]
Fan, Yuezhen [2 ]
Jiang, Fachao [1 ]
Wan, Shuang [2 ]
机构
[1] China Agr Univ, Coll Engn Beijing, Beijing, Peoples R China
[2] Beijing Forestry Univ, Sch Engn Beijing, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
electric vehicle; charging scheduling strategy; multi-objective optimization; traffic efficiency;
D O I
10.1117/12.2627941
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper aims to propose a multi-objective optimal charging scheduling strategy for large-scale electric vehicles (EVs), considering traffic flow, power grid and charging stations all together. First, based on the characteristics of these three systems, the mathematical model that characterizes the performance of the traffic flow, power grid and charging stations is designed separately. The multi-objective optimization function and constraints are established, taking the speed of traffic flow, charging load of the power grid, and the quantity of EVs in charging stations as the optimization targets. Then, a simulation platform is built, and a practical case is studied within the third ring of Beijing. 24 h simulation test for 242,880 EVs is performed, and the effectiveness of the proposed strategy is verified by comparative analysis.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Multi-Objective Optimal Charging Control of Electric Vehicles in PV charging station
    Stojkovic, Jelena
    [J]. 2019 16TH INTERNATIONAL CONFERENCE ON THE EUROPEAN ENERGY MARKET (EEM), 2019,
  • [2] Multi-objective Planning of Microgrid Considering Electric Vehicles Charging Load
    Peng, Qiao
    Wang, Xiuli
    Shi, Shuo
    Wang, Shuai
    Yan, Sheng
    Chen, Yutian
    [J]. 2020 5TH ASIA CONFERENCE ON POWER AND ELECTRICAL ENGINEERING (ACPEE 2020), 2020, : 1172 - 1179
  • [3] Research on multi-objective planning of electric vehicle charging stations considering the condition of urban traffic network
    Wang, Limeng
    Yang, Chao
    Zhang, Yi
    Bu, Fanjin
    [J]. ENERGY REPORTS, 2022, 8 : 11825 - 11839
  • [4] Optimal Coordinated Charging Strategy for Electric Vehicles at Geographically Distributed Charging Stations
    Kadam, Vishvajit Sudhakar
    Sowmya, R.
    Sankaranarayanan, V
    [J]. 2019 NATIONAL POWER ELECTRONICS CONFERENCE (NPEC), 2019,
  • [5] A Multi-Objective Optimal Scheduling Model for Electric Vehicle Charging Considering Distribution Network Operation
    Qiao, Shichao
    Chen, Heng
    Tong, Xi
    Liu, Tao
    Li, Guoliang
    [J]. 2023 6TH INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY AND POWER ENGINEERING, REPE 2023, 2023, : 63 - 68
  • [6] Multi-Objective Planning for Electric Vehicle Charging Stations Considering TOU Price
    Sun, Qiao
    Bai, Xingzhen
    Liu, Lu
    Liu, Fasheng
    Ji, Xingquan
    Hardy, James
    [J]. 2017 3RD IEEE INTERNATIONAL CONFERENCE ON CYBERNETICS (CYBCONF), 2017, : 128 - 133
  • [7] A study on photovoltaic charging strategy of electric vehicles with multi-objective constraints
    Wu, Haowen
    Wang, Chong
    Zhou, Yudi
    Xie, Wenwang
    Chen, Chen
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2022, 40 (03) : 231 - 238
  • [8] A Coordinated Charging Strategy for Electric Vehicles Based on Multi-objective Optimization
    Jiang, Ruoyu
    Zhang, Zhenyuan
    Li, Jian
    Zhang, Yuxin
    Huang, Qi
    [J]. PROCEEDINGS OF 2017 2ND INTERNATIONAL CONFERENCE ON POWER AND RENEWABLE ENERGY (ICPRE), 2017, : 823 - 827
  • [9] Multi-objective planning of electric vehicles charging in distribution system considering priority-based vehicle-to-grid scheduling
    Singh, Praveen Prakash
    Das, Soumyabrata
    Wen, Fushuan
    Palu, Ivo
    Singh, Asheesh K.
    Thakur, Padmanabh
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2023, 77
  • [10] Optimal Scheduling Strategy of Charging Station Considering Reactive Power of Electric Vehicle Charging Pile
    Zhao, Zhongyu
    Wang, Guan
    Zhao, Haoran
    Li, Bo
    Liu, Suxian
    Lin, Hanliang
    [J]. 2021 IEEE IAS INDUSTRIAL AND COMMERCIAL POWER SYSTEM ASIA (IEEE I&CPS ASIA 2021), 2021, : 372 - 377