南方科技大学知识苑(SUSTech KC): A Robust Misalignment Recognition Algorithm Using Multi-Domain Network Fusion Model for Wireless EV Charger

题名	A Robust Misalignment Recognition Algorithm Using Multi-Domain Network Fusion Model for Wireless EV Charger
作者	Haibiao Chen; Songyan Niu; Linni Jian
DOI	10.1109/ICEMS59686.2023.10344381
发表日期	2023
ISSN	2640-7841
ISBN	979-8-3503-1759-6
会议录名称	2023 26th International Conference on Electrical Machines and Systems (ICEMS)
页码	269-274
会议日期	5-8 Nov. 2023
会议地点	Zhuhai, China
摘要	In this paper, the multi-types misalignment recognition (MR) problem of electric vehicles (EVs) is studied, with a particular focus on the adverse impact of height fluctuations on the recognition algorithm. First of all, novel detection coils are used to collect the induced voltage signal between the energy transmission coils, and a multi-type misalignment coordinate system is established according to SAE J2954. Then, to enhance the robustness of the multi-types MR algorithm in height fluctuation of the energy transfer coil, a multi-domain network model based on transfer learning and model fusion is proposed. Furthermore, a large number of simulation datasets are used to optimize the model parameters, thereby improving the transfer learning effect and increasing the generalization capability of the multi-domain network model. Finally, several samples are selected uniformly within the height fluctuation of $160 \pm 20$ mm for testing. The results show that the proposed multi-domain network model can effectively solve the multi-types MR problem even under height fluctuation.
关键词	Wireless power transfer (WPT) Misalignment recognition Electric vehicles Transfer learning
学校署名	第一
相关链接	[IEEE记录]
收录类别	EI
EI入藏号	20240315393945
EI主题词	Alignment ; Electric vehicles ; Inductive power transmission ; Large dataset ; Learning algorithms ; Learning systems
EI分类号	Mechanical Devices:601.1 ; Electric Power Transmission:706.1.1 ; Data Processing and Image Processing:723.2 ; Machine Learning:723.4.2
来源库	IEEE
全文链接	https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10344381
引用统计
成果类型	会议论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/633269
专题	南方科技大学
作者单位	Southern University of Science and Technology Jiaxing Research Institute, Jiaxing, Zhejiang, China
第一作者单位	南方科技大学
第一作者的第一单位	南方科技大学
推荐引用方式 GB/T 7714	Haibiao Chen,Songyan Niu,Linni Jian. A Robust Misalignment Recognition Algorithm Using Multi-Domain Network Fusion Model for Wireless EV Charger[C],2023:269-274.