Short-term Charging Load Prediction of Federated Learning Electric Vehicles After Accounting for User Charging Behavior and Privacy Protection

被引:0
|
作者
Yang, Ting [1 ]
Qin, Xiaobing [1 ]
Feng, Xiangwei [1 ]
Xu, Zheming [1 ]
机构
[1] School of Electrical and Information Engineering, Tianjin University, Tianjin,300072, China
来源
基金
中国国家自然科学基金;
关键词
Charging stations - Differential privacy - Prediction models - State of charge;
D O I
10.13336/j.1003-6520.hve.20230765
中图分类号
学科分类号
摘要
引用
收藏
页码:4512 / 4519
相关论文
共 50 条
  • [1] Prediction of Electric Vehicles Charging Load Using Long Short-Term Memory Model
    Cadete, Eugenia
    Ding, Caiwen
    Xie, Mimi
    Ahmed, Sara
    Jin, Yu-Fang
    TRAN-SET 2021: PROCEEDINGS OF THE TRAN-SET CONFERENCE 2021, 2021, : 52 - 58
  • [2] Short-Term Charging Load Prediction of Electric Vehicles with Dynamic Traffic Information Based on a Support Vector Machine
    Zhang, Qipei
    Lu, Jixiang
    Kuang, Wenteng
    Wu, Lin
    Wang, Zhaohui
    WORLD ELECTRIC VEHICLE JOURNAL, 2024, 15 (05):
  • [3] Load Demand Prediction for Electric Vehicles Smart Charging through Consensus-based Federated Learning
    Menegatti, Danilo
    Pietrabissa, Antonio
    Manfredi, Sabato
    Giuseppi, Alessandro
    2023 31ST MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION, MED, 2023, : 500 - 506
  • [4] Short-term electric vehicle charging demand prediction: A deep learning approach
    Wang, Shengyou
    Zhuge, Chengxiang
    Shao, Chunfu
    Wang, Pinxi
    Yang, Xiong
    Wang, Shiqi
    APPLIED ENERGY, 2023, 340
  • [5] Short-term Individual Electric Vehicle Charging Behavior Prediction Using Long Short-term Memory Networks
    Khwaja, Ahmed S.
    Venkatesh, Bala
    Anpalagan, Alagan
    2020 IEEE 25TH INTERNATIONAL WORKSHOP ON COMPUTER AIDED MODELING AND DESIGN OF COMMUNICATION LINKS AND NETWORKS (CAMAD), 2020,
  • [6] Short-term electric vehicles charging load forecasting based on deep learning in low-quality data environments
    Shen, Xiaodong
    Zhao, Houxiang
    Xiang, Yue
    Lan, Peng
    Liu, Junyong
    ELECTRIC POWER SYSTEMS RESEARCH, 2022, 212
  • [7] Short-Term Load Forecasting of Electric Vehicle Charging Stations Accounting for Multifactor IDBO Hybrid Models
    Tang, Minan
    Wang, Changyou
    Qiu, Jiandong
    Li, Hanting
    Guo, Xi
    Sheng, Wenxin
    ENERGIES, 2024, 17 (12)
  • [8] Smart Charging of Electric Vehicles Considering User Behavior
    Sachan, Sulabh
    Kumar, Lalit
    Deb, Sanchari
    APPEEC 2021: 2021 13TH IEEE PES ASIA PACIFIC POWER & ENERGY ENGINEERING CONFERENCE (APPEEC), 2021,
  • [9] Short-Term Load Forecasting for Electric Vehicle Charging Stations Based on Deep Learning Approaches
    Zhu, Juncheng
    Yang, Zhile
    Guo, Yuanjun
    Zhang, Jiankang
    Yang, Huikun
    APPLIED SCIENCES-BASEL, 2019, 9 (09):
  • [10] An Integrated Algorithm for Short Term Charging Load Prediction of Electric Vehicles Based on a More Complete Feature Set
    Wang, Wenting
    Liu, Chun
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2024, : 47 - 59