{"title":"深度学习在健康管理中的应用综述","authors":"Zihao Zhang, Xianghua Huang, Tianhong Zhang","doi":"10.1109/PHM-Nanjing52125.2021.9613045","DOIUrl":null,"url":null,"abstract":"As the cutting-edge methods of Health Management (HM), deep learning is getting more and more attention. This paper reviews the application of deep learning algorithms to HM, summarizes the advantages and defects of these algorithms, and proposes three problems to be solved as well as possible solutions. Most importantly, instead of depicting different deep learning methods from different perspectives, like statistics, algebra, topology, this paper gives a universal algebra perspective towards deep learning algorithms.","PeriodicalId":436428,"journal":{"name":"2021 Global Reliability and Prognostics and Health Management (PHM-Nanjing)","volume":"91 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Review Of The Application Of Deep Learning In Health Management\",\"authors\":\"Zihao Zhang, Xianghua Huang, Tianhong Zhang\",\"doi\":\"10.1109/PHM-Nanjing52125.2021.9613045\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"As the cutting-edge methods of Health Management (HM), deep learning is getting more and more attention. This paper reviews the application of deep learning algorithms to HM, summarizes the advantages and defects of these algorithms, and proposes three problems to be solved as well as possible solutions. Most importantly, instead of depicting different deep learning methods from different perspectives, like statistics, algebra, topology, this paper gives a universal algebra perspective towards deep learning algorithms.\",\"PeriodicalId\":436428,\"journal\":{\"name\":\"2021 Global Reliability and Prognostics and Health Management (PHM-Nanjing)\",\"volume\":\"91 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 Global Reliability and Prognostics and Health Management (PHM-Nanjing)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PHM-Nanjing52125.2021.9613045\",\"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 Global Reliability and Prognostics and Health Management (PHM-Nanjing)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PHM-Nanjing52125.2021.9613045","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Review Of The Application Of Deep Learning In Health Management
As the cutting-edge methods of Health Management (HM), deep learning is getting more and more attention. This paper reviews the application of deep learning algorithms to HM, summarizes the advantages and defects of these algorithms, and proposes three problems to be solved as well as possible solutions. Most importantly, instead of depicting different deep learning methods from different perspectives, like statistics, algebra, topology, this paper gives a universal algebra perspective towards deep learning algorithms.