Equivalent Motor Radiation of an Electric Vehicle Based on Neural Network Approach

被引:0
|
作者
Yu, Yaxin [1 ]
Du, Xinwei [1 ]
Xu, Bo [1 ]
Wang, Chuhan [1 ]
Xiao, Lingyu [1 ]
Zhang, Zan [1 ]
机构
[1] Changan Univ, Coll Elect & Control Engn, Xian, Peoples R China
关键词
feedforward neural network; electric vehicle; dipole antenna; electromagnetic radiation; OPTIMIZATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The feedforward neural network method is utilized in this paper for predicting the desired electromagnetic radiation properties of the motor of an electric vehicle. The neural network is first fully trained by simulation data and its predicted field values are then compared with those obtained through "traditional" FEKO simulations. The comparison has demonstrated a similar level of accuracy for both approaches, but the simulation time and cost can be dramatically reduced by employing the neural network method.
引用
收藏
页数:3
相关论文
共 50 条
  • [31] Electric Vehicle Charging Load Prediction Based on Dynamic Adaptive Graph Neural Network
    Zhang Y.
    Zhang Z.
    Liu C.
    Zhang X.
    Zhou Y.
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2024, 48 (07): : 86 - 93
  • [32] Electric vehicle air conditioning system performance prediction based on artificial neural network
    Tian, Z.
    Qian, C. H.
    Gu, B.
    Yang, L.
    Liu, F.
    APPLIED THERMAL ENGINEERING, 2015, 89 : 101 - 114
  • [33] Evaluation of Electric Vehicle Integrated Charging Safety State Based on Fuzzy Neural Network
    Gao, Hui
    Zang, Binbin
    Sun, Lei
    Chen, Liangliang
    APPLIED SCIENCES-BASEL, 2022, 12 (01):
  • [34] Neural Network-Based Electric Vehicle Range Prediction for Smart Charging Optimization
    Eagon, Matthew J.
    Kindem, Daniel K.
    Selvam, Harish Panneer
    Northrop, William F.
    JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2022, 144 (01):
  • [35] A Comparative Study of Vehicle Velocity Prediction for Hybrid Electric Vehicles Based on a Neural Network
    Zhang, Pei
    Lu, Wangda
    Du, Changqing
    Hu, Jie
    Yan, Fuwu
    MATHEMATICS, 2024, 12 (04)
  • [36] Load forecasting of electric vehicle charging station based on grey theory and neural network
    Feng, Jiawei
    Yang, Junyou
    Li, Yunlu
    Wang, Haixin
    Ji, Huichao
    Yang, Wanying
    Wang, Kang
    ENERGY REPORTS, 2021, 7 : 487 - 492
  • [37] Energy Control Strategy for Parallel Hybrid Electric Vehicle Based on Terminal Neural Network
    Yan, Haitao
    Xu, Yongzhi
    SCIENTIFIC PROGRAMMING, 2021, 2021
  • [38] Fault diagnosis algorithm of electric vehicle based on convolutional neural network and long short-term memory neural network
    Li, Xiaojie
    Zhang, Yang
    Wang, Haolin
    Zhao, Heming
    Cui, Xueliang
    Yue, Xikai
    Ma, Zilin
    INTERNATIONAL JOURNAL OF GREEN ENERGY, 2024, 21 (16) : 3638 - 3653
  • [39] High-frequency equivalent model of AC motor for electric vehicle drive system
    Peng, H. (penghemengok@163.com), 1600, Inderscience Enterprises Ltd., 29, route de Pre-Bois, Case Postale 856, CH-1215 Geneva 15, CH-1215, Switzerland (05):
  • [40] High-frequency equivalent model of AC motor for electric vehicle drive system
    Yang, Yongming
    Peng, Hemeng
    Wang, Quandi
    INTERNATIONAL JOURNAL OF ELECTRIC AND HYBRID VEHICLES, 2013, 5 (02) : 130 - 142