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
相关论文
共 50 条
  • [21] Design of Agriculture Intelligent Irrigation System based on Wireless Sensor Network
    Han, Yu
    Lu, Guangda
    Guo, Tinghang
    Qie, Tongtong
    Zhang, Qiuyue
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 3230 - 3233
  • [22] Design of Intelligent Inductive Security System Based on Wireless Sensor Network
    Cai, Xiaoyan
    Hu, Aina
    Liu, Ruyou
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON SMART GRID AND CLEAN ENERGY TECHNOLOGIES (ICSGCE 2011), 2011, 12
  • [23] Design of Remote Intelligent Monitoring System Based on Wireless Sensor Network
    Cao, Wensheng
    PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 1357 - 1360
  • [24] Design and Implementation of Wireless Sensor Cellular Network Based on Android Platform
    Luan, Zhijun
    Fan, Hunli
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2019, 15 (01) : 18 - 30
  • [25] The Design of Localization in Wireless Sensor Network Node based on JENNIC Platform
    Cui, Guang-zhao
    Li, Hao-bin
    2010 IEEE INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND INFORMATION SECURITY (WCNIS), VOL 1, 2010, : 45 - 48
  • [26] Design and implement wireless temperature sensor network based on distributed platform
    Chen, Hang
    Jiang, ShuWen
    Chen, Guifen
    SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 114 - +
  • [27] The Construction of a Cloud Computing-based Intelligent Pension Service Platform
    Yang Yuan-yuan
    Shu Ming-lei
    Wei Nuo
    2018 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2018, : 295 - 298
  • [28] Home monitoring system based on indoor service robot and wireless sensor network
    Yu, Chong
    Chen, Xiong
    COMPUTERS & ELECTRICAL ENGINEERING, 2013, 39 (04) : 1276 - 1287
  • [29] Intelligent landscape design and land planning based on neural network and wireless sensor network
    Peng, Li
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 40 (02) : 2055 - 2067
  • [30] Building Campus Sports Information Learning Platform Based on Intelligent Sensor Network
    Chen, Chao
    Wu, Zhiming
    Chen, Qing
    Li, Xinwen
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022