Sheng Li, Haoze Li, Zhijun Wu, Guangjie Bao, K. Qian, Yafei Li
{"title":"基于LSTM的LCC-S无线传输系统异物检测","authors":"Sheng Li, Haoze Li, Zhijun Wu, Guangjie Bao, K. Qian, Yafei Li","doi":"10.1109/ICESIT53460.2021.9696918","DOIUrl":null,"url":null,"abstract":"A simple foreign object detection (FOD) method for LCC-S wireless power transfer (WPT) system utilizing the long short-term memory (LSTM) is proposed. In this paper, the WPT charging system which was built for electronic devices resonates around 199 kHz. At different distances and misalignment, it was tested with and without the presence of the foreign object (a beverage can). The long short-term memory based FOD method is validated, which only requires the measurement of primary inverter currents in the introduced WPT system. The proposed approach achieves good performance on the low power WPT system with an accuracy of about 95%.","PeriodicalId":164745,"journal":{"name":"2021 IEEE International Conference on Emergency Science and Information Technology (ICESIT)","volume":"94 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Foreign Object Detection for LCC-S Wireless Power Transfer System Based on LSTM\",\"authors\":\"Sheng Li, Haoze Li, Zhijun Wu, Guangjie Bao, K. Qian, Yafei Li\",\"doi\":\"10.1109/ICESIT53460.2021.9696918\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A simple foreign object detection (FOD) method for LCC-S wireless power transfer (WPT) system utilizing the long short-term memory (LSTM) is proposed. In this paper, the WPT charging system which was built for electronic devices resonates around 199 kHz. At different distances and misalignment, it was tested with and without the presence of the foreign object (a beverage can). The long short-term memory based FOD method is validated, which only requires the measurement of primary inverter currents in the introduced WPT system. The proposed approach achieves good performance on the low power WPT system with an accuracy of about 95%.\",\"PeriodicalId\":164745,\"journal\":{\"name\":\"2021 IEEE International Conference on Emergency Science and Information Technology (ICESIT)\",\"volume\":\"94 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE International Conference on Emergency Science and Information Technology (ICESIT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICESIT53460.2021.9696918\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE International Conference on Emergency Science and Information Technology (ICESIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICESIT53460.2021.9696918","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Foreign Object Detection for LCC-S Wireless Power Transfer System Based on LSTM
A simple foreign object detection (FOD) method for LCC-S wireless power transfer (WPT) system utilizing the long short-term memory (LSTM) is proposed. In this paper, the WPT charging system which was built for electronic devices resonates around 199 kHz. At different distances and misalignment, it was tested with and without the presence of the foreign object (a beverage can). The long short-term memory based FOD method is validated, which only requires the measurement of primary inverter currents in the introduced WPT system. The proposed approach achieves good performance on the low power WPT system with an accuracy of about 95%.