Design to Minimize Coupling Coefficient between Transmitter Coils based on Deep Learning for Wireless Power Transfer with Multi-Transmitter

被引:2
|
作者
Huh, Sungryul [1 ]
Kim, Haerim [1 ]
Jung, GuHo [2 ]
Choi, Semin [1 ]
Shin, Yujun [1 ]
Al Hosani, Khalifa [3 ]
Park, Dongryul [1 ]
Kim, Jedok [1 ]
Ahn, Seungyoung [1 ]
机构
[1] Korea Adv Inst Sci & Technol, CCS Mobil, Daejeon, South Korea
[2] Korea Adv Inst Sci & Technol, WPTRC, Daejeon, South Korea
[3] Khalifa Univ, ECE, Abu Dhabi, U Arab Emirates
关键词
Wireless power transfer; multiple transmitter; coupling coefficient; deep learning; coil arrangement;
D O I
10.1109/WPW54272.2022.9853954
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The wireless charging pad with multiple transmitter (TX) coils has the advantage of solving the misalignment problem, high efficiency, and low leakage magnetic field. However, since the multi-TX wireless power transfer(WPT) system has coupling coefficients between TX coils, k(TX). It changes the resonance point of the TX and causes a problem in that efficiency and power delivered to the receiver are drastically reduced. This paper analyzes the effect of k(TX) according to the operation of the TX coils and proposes an arrangement method by Deep Learning model that makes k(TX) to zero. A learning model is constructed using Deep Neural Network, and the model can output the distance where k(TX) can become zero when the coil specification is input.
引用
收藏
页码:443 / 447
页数:5
相关论文
共 50 条
  • [41] A Design Of Wideband Midfield Transmitter for Wireless Power Transfer To Biomedical Implants
    Le-Huu, Hoang
    Seo, Chulhun
    [J]. 2023 IEEE WIRELESS POWER TECHNOLOGY CONFERENCE AND EXPO, WPTCE, 2023,
  • [42] Design and Analysis of Magnetic Coils for Optimizing the Coupling Coefficient in an Electric Vehicle Wireless Power Transfer System
    Yang, Yang
    Cui, Jinlong
    Cui, Xin
    [J]. ENERGIES, 2020, 13 (16)
  • [43] Omnidirectional magnetic resonant coupling wireless power transfer system with a cubic spiral transmitter
    Wang, Haiyue
    Deng, Lianwen
    Luo, Heng
    Zhao, Haonan
    Huang, Shengxiang
    Xiao, Jie
    Liao, Congwei
    [J]. AIP ADVANCES, 2019, 9 (06)
  • [44] Rigorous Design of Wireless Power Transfer Links with One Transmitter and Two Receivers
    Dionigi, Marco
    Mongiardo, Mauro
    Perfetti, Renzo
    Koziel, Slawomir
    [J]. 2015 45TH EUROPEAN MICROWAVE CONFERENCE (EUMC), 2015, : 139 - 142
  • [45] Wearable Transmitter Coil Design for Inductive Wireless Power Transfer to Implantable Devices
    Tai, Yi-De
    Widdicombe, Bryce
    Unnithan, Ranjith R.
    Grayden, David B.
    John, Sam E.
    [J]. 2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC, 2023,
  • [46] Analysis and Design Considerations of a Compact Transmitter Topology in Low Power Wireless Power Transfer system with extremely low coupling factor
    Zhang, S.
    [J]. 2020 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2020, : 1008 - 1011
  • [47] Deep Learning Based Transmitter Identification using Power Amplifier Nonlinearity
    Hanna, Samer S.
    Cabric, Danijela
    [J]. 2019 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2019, : 674 - 680
  • [48] Deep Learning-Based Transmitter Localization in Sparse Wireless Sensor Networks
    Liu, Runjie
    Zhang, Qionggui
    Zhang, Yuankang
    Zhang, Rui
    Meng, Tao
    [J]. SENSORS, 2024, 24 (16)
  • [49] Selective Activation of Transmitter Coils to Reduce Leakage Magnetic Fields in Wireless Power Transfer Systems with Multiple Transmitters
    Huh, Sungryul
    Woo, Seongho
    Lee, Hyunsoo
    Ahn, Seungyoung
    [J]. PROCEEDINGS OF 2024 IEEE WIRELESS POWER TECHNOLOGY CONFERENCE AND EXPO, WPTCE, 2024, : 50 - 54
  • [50] Free-Positioning and Omnidirectional Wireless Power Transfer Using Self-Decoupled Planar Transmitter Coils
    Li, Yi
    Feng, Yuan
    Guo, Yongxin
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2024, 71 (07) : 8091 - 8101