Shuai Shao, Jinseok Woo, Kouhei Yamamoto, N. Kubota
{"title":"基于高精度振动传感器的老年医疗保健系统","authors":"Shuai Shao, Jinseok Woo, Kouhei Yamamoto, N. Kubota","doi":"10.1109/ICMLC48188.2019.8949237","DOIUrl":null,"url":null,"abstract":"In recent years, the aging population has become a major social problem. We hope to achieve health-care system for older persons through technical means. In this study, we developed an elderly health care system based on vibration sensors. By analyzing the vibrations of behavior such as walking and falling, the system can determine the current state of the elderly and send it to the robot. Experiments show that our system can estimate the behavior of the elderly with an accuracy of 89%, in which the accuracy of fall detection is 96%.","PeriodicalId":221349,"journal":{"name":"2019 International Conference on Machine Learning and Cybernetics (ICMLC)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2019-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Elderly Health Care System Based on High Precision Vibration Sensor\",\"authors\":\"Shuai Shao, Jinseok Woo, Kouhei Yamamoto, N. Kubota\",\"doi\":\"10.1109/ICMLC48188.2019.8949237\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In recent years, the aging population has become a major social problem. We hope to achieve health-care system for older persons through technical means. In this study, we developed an elderly health care system based on vibration sensors. By analyzing the vibrations of behavior such as walking and falling, the system can determine the current state of the elderly and send it to the robot. Experiments show that our system can estimate the behavior of the elderly with an accuracy of 89%, in which the accuracy of fall detection is 96%.\",\"PeriodicalId\":221349,\"journal\":{\"name\":\"2019 International Conference on Machine Learning and Cybernetics (ICMLC)\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 International Conference on Machine Learning and Cybernetics (ICMLC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMLC48188.2019.8949237\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 International Conference on Machine Learning and Cybernetics (ICMLC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMLC48188.2019.8949237","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Elderly Health Care System Based on High Precision Vibration Sensor
In recent years, the aging population has become a major social problem. We hope to achieve health-care system for older persons through technical means. In this study, we developed an elderly health care system based on vibration sensors. By analyzing the vibrations of behavior such as walking and falling, the system can determine the current state of the elderly and send it to the robot. Experiments show that our system can estimate the behavior of the elderly with an accuracy of 89%, in which the accuracy of fall detection is 96%.