{"title":"基于随机矩阵的PPG异常检测方法","authors":"Xuecheng Liu, Junsheng Yu","doi":"10.1109/CSRSWTC56224.2022.10098359","DOIUrl":null,"url":null,"abstract":"Due to the characteristics of PPG signal vulnerable to interference, this paper proposes a PPG signal anomaly detection method based on random matrix. As an unsupervised method, this algorithm can not only effectively monitor abnormal signals, but also locate abnormal positions in PPG signals, avoiding a series of shortcomings of traditional unsupervised anomaly detection that cannot adapt to big data situations, high data requirements, and one-dimensional data detection. As a result,the proposed method, has high efficiency for PPG signal anomaly detection.","PeriodicalId":198168,"journal":{"name":"2022 Cross Strait Radio Science & Wireless Technology Conference (CSRSWTC)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"PPG Anomaly Detection Method Based on Random Matrix\",\"authors\":\"Xuecheng Liu, Junsheng Yu\",\"doi\":\"10.1109/CSRSWTC56224.2022.10098359\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Due to the characteristics of PPG signal vulnerable to interference, this paper proposes a PPG signal anomaly detection method based on random matrix. As an unsupervised method, this algorithm can not only effectively monitor abnormal signals, but also locate abnormal positions in PPG signals, avoiding a series of shortcomings of traditional unsupervised anomaly detection that cannot adapt to big data situations, high data requirements, and one-dimensional data detection. As a result,the proposed method, has high efficiency for PPG signal anomaly detection.\",\"PeriodicalId\":198168,\"journal\":{\"name\":\"2022 Cross Strait Radio Science & Wireless Technology Conference (CSRSWTC)\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 Cross Strait Radio Science & Wireless Technology Conference (CSRSWTC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CSRSWTC56224.2022.10098359\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 Cross Strait Radio Science & Wireless Technology Conference (CSRSWTC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSRSWTC56224.2022.10098359","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
PPG Anomaly Detection Method Based on Random Matrix
Due to the characteristics of PPG signal vulnerable to interference, this paper proposes a PPG signal anomaly detection method based on random matrix. As an unsupervised method, this algorithm can not only effectively monitor abnormal signals, but also locate abnormal positions in PPG signals, avoiding a series of shortcomings of traditional unsupervised anomaly detection that cannot adapt to big data situations, high data requirements, and one-dimensional data detection. As a result,the proposed method, has high efficiency for PPG signal anomaly detection.