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Perception Analysis and Early Warning of Home-Based Care Health Information Based on the Internet of Things
Mao, Yi1; Zhang, Lei2; Wu, Xin1,3
2021-02-15
发表期刊COMPLEXITY
ISSN1076-2787
EISSN1099-0526
卷号2021
摘要Aiming at the problem of insufficient health monitoring of the elderly in the existing home care system, this paper designs a health information analysis and early warning system based on the Internet of Things (IoT) technology, which can monitor the physiological data of the elderly in real time. It also can be based on the elderly real-time monitoring data, physical examination data, and other types of health data, which can be used to predict diseases, so as to achieve early detection and early treatment of diseases. First, analyse and design the architecture and content of the home care monitoring system based on the Internet of Things. Secondly, based on the collected heart rate, blood pressure, and three-axis acceleration information of the elderly, it is analysed to determine whether the elderly are in danger of falling, and the designed system is used for early warning. Finally, this paper analyses the prediction algorithm theory of the disease prediction module in the health monitoring software of the home care system. In order to improve the accuracy of prediction, the DS evidence theory is used to optimize the traditional BP neural network (BPNN) algorithm and conduct experimental tests. The test results show that the health information analysis and early warning software of the home care system meet actual needs and achieve the expected goals.
关键词Backpropagation Blood pressure Forecasting Information analysis Internet of things Monitoring Software testing BP neural networks D S evidence theory Early Warning System Health informations Internet of thing (IOT) Physiological data Prediction algorithms Real time monitoring
DOI10.1155/2021/6634575
收录类别SCIE ; EI
语种英语
WOS研究方向Mathematics ; Science & Technology - Other Topics
WOS类目Mathematics, Interdisciplinary Applications ; Multidisciplinary Sciences
WOS记录号WOS:000625331200003
出版者WILEY-HINDAWI
EI入藏号20211010027649
EI分类号461.7 Health Care ; 461.9 Biology ; 723 Computer Software, Data Handling and Applications ; 903.1 Information Sources and Analysis
原始文献类型Article ; Journal article (JA)
出版地LONDON
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://ir.cqcet.edu.cn/handle/39TD4454/3554
专题重庆电子科技职业大学
作者单位1.Chongqing Coll Elect Engn, Sch Elect & Internet Things, Chongqing 401331, Peoples R China;
2.Chongqing Coll Elect Engn, Sch Smart Hlth, Chongqing 401331, Peoples R China;
3.Southwest Univ, Coll Engn & Technol, Chongqing 400715, Peoples R China
推荐引用方式
GB/T 7714
Mao, Yi,Zhang, Lei,Wu, Xin. Perception Analysis and Early Warning of Home-Based Care Health Information Based on the Internet of Things[J]. COMPLEXITY,2021,2021.
APA Mao, Yi,Zhang, Lei,&Wu, Xin.(2021).Perception Analysis and Early Warning of Home-Based Care Health Information Based on the Internet of Things.COMPLEXITY,2021.
MLA Mao, Yi,et al."Perception Analysis and Early Warning of Home-Based Care Health Information Based on the Internet of Things".COMPLEXITY 2021(2021).
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