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
来源
2019 INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION (ISAP 2019) | 2019年
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 13 条
  • [1] Evaluation of radiated EMI in 42-V vehicle electrical systems by FDTD simulation
    Ala, Guido
    Di Piazza, Maria Carmela
    Tine, Giovanni
    Viola, Fabio
    Vitale, Gianpaolo
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2007, 56 (04) : 1477 - 1484
  • [2] Design of Pattern Reconfigurable Antennas Based on a Two-Element Dipole Array Model
    Bai, Yan-Ying
    Xiao, Shaoqiu
    Liu, Changrong
    Shuai, Xiang
    Wang, Bing-Zhong
    [J]. IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2013, 61 (09) : 4867 - 4871
  • [3] SKEWED STATOR SYNCHRONOUS MOTOR MODELING BY A-2D ELECTROMAGNETIC SIMULATION SOFTWARE
    BENGHEZAL, K
    IVANES, M
    YONNET, JP
    LEDUC, D
    [J]. IEEE TRANSACTIONS ON MAGNETICS, 1991, 27 (05) : 4235 - 4237
  • [4] Validation of Hybrid MoM Scheme With Included Equivalent Glass Antenna Model for Handling Automotive EMC Problems
    Bogdanov, Faik G.
    Karkashadze, David D.
    Jobava, Roman G.
    Gheonjian, Anna L.
    Yavolovskaya, Ekaterina A.
    Bondarenko, Natalia G.
    Ullrich, Christoph
    [J]. IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2010, 52 (01) : 164 - 172
  • [5] Capizzi G., 2006, P 12 BIENN IEEE C EL, P60
  • [6] Application of a hybrid finite difference/finite volume method to solve an automotive EMC problem
    Ferrieres, X
    Parmantier, JP
    Bertuol, S
    Ruddle, AR
    [J]. IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2004, 46 (04) : 624 - 634
  • [7] Optimization of instantaneous torque shape of PM motors using artificial neural networks based on FE results
    Hadjout, L
    Takorabet, N
    Ibtiouen, R
    Mezani, S
    [J]. IEEE TRANSACTIONS ON MAGNETICS, 2006, 42 (04) : 1283 - 1286
  • [8] Artificial neural networks controlled fast valving in a power generation plant
    Han, YD
    Xiu, LC
    Wang, ZH
    Chen, Q
    Tan, SH
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (02): : 373 - 389
  • [9] KARAYIANNIS NICOLAOSB., 1993, Artificial Neural Networks
  • [10] Li X., 2018, J. North Univ. China, V39, P508