Design of intelligent home pension service platform based on machine learning and wireless sensor network

被引:27
|
作者
Cui, Yan [1 ,4 ]
Zhang, Lijun [2 ]
Hou, Yumei [1 ]
Tian, Ge [3 ]
机构
[1] Yanshan Univ, Sch Econ & Management, Qinhuangdao, Hebei, Peoples R China
[2] First Hosp Qinhuangdao, Qinhuangdao, Hebei, Peoples R China
[3] Qinhuangdao Port Publ Secur Bur Qinhuangdao, Qinhuangdao, Hebei, Peoples R China
[4] Yanshan Univ, LiRen Coll, Qinhuangdao, Hebei, Peoples R China
关键词
Machine learning; wireless sensor; smart home; pension service; SMART HOME; ENERGY MANAGEMENT; BIG DATA; CHALLENGES; INTERNET; SYSTEM;
D O I
10.3233/JIFS-189246
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
At present, there is a certain lag in the construction of the service platform of the smart home pension system in my country, which does not reflect the use characteristics of the elderly. In order to improve the reliability of the smart service system for the elderly, this research builds a smart home care service platform based on machine learning and wireless sensor networks around the state of the elderly's home life, disease stage, physical state, and intellectual state. Moreover, after comparing the advantages and disadvantages of several wireless sensor communication network technologies and in-depth understanding of communication principles and network topology, the overall design of the system is proposed. In addition, this study combines the design requirements of the system to optimize and improve the wearable physiological parameter collection system and focuses on the design and implementation of the hardware and software of the physiological parameter collection module in the construction of the new system platform. Finally, this study analyzes the performance of the model in this study through controlled trials. The results of the study show that the platform constructed in this paper is effective.
引用
收藏
页码:2529 / 2540
页数:12
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