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
  • [41] Prediction of Subjective Charging Behavior of Electric Vehicles Based on Improved Deep Residual Network
    Luo, Xiner
    Du, Jinqiao
    Lin, Xiaoming
    Qian, Bin
    Li, Fusheng
    Zhang, Fan
    Xiao, Yong
    INTERNATIONAL CONFERENCE ON SMART TRANSPORTATION AND CITY ENGINEERING 2021, 2021, 12050
  • [42] Charging Load Prediction of Electric Private Vehicles Considering Travel Day Type and Traffic Conditions
    Wu, Yue
    Wan, Youhong
    Cao, Yuhang
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 6001 - 6005
  • [43] Charging load prediction method for electric vehicles based on an ISSA-CNN-GRU model
    Yao F.
    Tang J.
    Chen S.
    Dong X.
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2023, 51 (16): : 158 - 167
  • [44] A spatiotemporal distribution prediction model for electric vehicles charging load in transportation power coupled network
    Xiaolong Yang
    Jingwen Yun
    Shuai Zhou
    Tek Tjing Lie
    Jieping Han
    Xiaomin Xu
    Qian Wang
    Zeqi Ge
    Scientific Reports, 15 (1)
  • [45] An adaptive spatio-temporal graph recurrent network for short-term electric vehicle charging demand prediction
    Wang, Shengyou
    Li, Yuan
    Shao, Chunfu
    Wang, Pinxi
    Wang, Aixi
    Zhuge, Chengxiang
    Applied Energy, 2025, 383
  • [46] Charging-Related State Prediction for Electric Vehicles Using the Deep Learning Model
    Zhao, De
    Wang, Hua
    Liu, Zhiyuan
    JOURNAL OF ADVANCED TRANSPORTATION, 2022, 2022
  • [47] Prediction of Electric Vehicles Charging Demand: A Transformer-Based Deep Learning Approach
    Koohfar, Sahar
    Woldemariam, Wubeshet
    Kumar, Amit
    SUSTAINABILITY, 2023, 15 (03)
  • [48] Short-term electric load prediction using transfer learning with interval estimate adjustment
    Jin, Yuwei
    Acquah, Moses Amoasi
    Seo, Mingyu
    Han, Sekyung
    ENERGY AND BUILDINGS, 2022, 258
  • [49] A Secure Federated Learning Framework for Residential Short-Term Load Forecasting
    Husnoo, Muhammad Akbar
    Anwar, Adnan
    Hosseinzadeh, Nasser
    Islam, Shama Naz
    Mahmood, Abdun Naser
    Doss, Robin
    IEEE Transactions on Smart Grid, 2024, 15 (02) : 2044 - 2055
  • [50] A Medium and Long Term Orderly Charging Load Planning Method for Electric Vehicles in Residential Areas
    Liao, Xuezhong
    Hua, Yuanpeng
    Wang, Shiqian
    Han, Ding
    Bai, Hongkun
    Wang, Yuanyuan
    2022 IEEE/IAS INDUSTRIAL AND COMMERCIAL POWER SYSTEM ASIA (I&CPS ASIA 2022), 2022, : 1867 - 1872