Forecasting the behavior of an elderly using wireless sensors data in a smart home

被引:182
|
作者
Suryadevara, N. K. [1 ]
Mukhopadhyay, S. C. [1 ]
Wang, R. [1 ]
Rayudu, R. K. [2 ]
机构
[1] Massey Univ, Palmerston North, New Zealand
[2] Victoria Univ Wellington, Wellington, New Zealand
关键词
Wireless Sensor Network; Smart home; Activity recognition; Activities of daily living; Elder care; Time series analysis; ACTIVITY RECOGNITION; CARE;
D O I
10.1016/j.engappai.2013.08.004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the ability to determine the wellness of an elderly living alone in a smart home using a low-cost, robust, flexible and data driven intelligent system is presented. A framework integrating temporal and spatial contextual information for determining the wellness of an elderly has been modeled. A novel behavior detection process based on the observed sensor data in performing essential daily activities has been designed and developed. The developed prototype is used to forecast the behavior and wellness of the elderly by monitoring the daily usages of appliances in a smart home. Wellness models are tested at various elderly houses, and the experimental results are encouraging. The wellness models are updated based on the time series analysis. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2641 / 2652
页数:12
相关论文
共 50 条
  • [21] Home Security System Using Wireless Sensors Network
    Satam, Siddhant Sanjay
    El-Ocla, Hosam
    WIRELESS PERSONAL COMMUNICATIONS, 2022, 125 (02) : 1185 - 1201
  • [22] Home Security System Using Wireless Sensors Network
    Siddhant Sanjay Satam
    Hosam El-Ocla
    Wireless Personal Communications, 2022, 125 : 1185 - 1201
  • [23] Accurately forecasting temperatures in smart buildings using fewer sensors
    Spencer, Bruce
    Al-Obeidat, Feras
    Alfandi, Omar
    PERSONAL AND UBIQUITOUS COMPUTING, 2019, 23 (5-6) : 921 - 929
  • [24] Accurately forecasting temperatures in smart buildings using fewer sensors
    Bruce Spencer
    Feras Al-Obeidat
    Omar Alfandi
    Personal and Ubiquitous Computing, 2019, 23 : 921 - 929
  • [25] Smart home for elder care using wireless sensor
    Udupa, Prathiba
    Yellampalli, Siva S.
    CIRCUIT WORLD, 2018, 44 (02) : 69 - 77
  • [26] Mining Contextual Process Models Using Sensors Data: A Case of Daily Activities in Smart Home
    Elali, Ramona
    Kornyshova, Elena
    Deneckere, Rebecca
    Salinesi, Camille
    INFORMATION SYSTEMS, EMCIS 2022, 2023, 464 : 409 - 425
  • [27] Monitoring behavior in the home using positioning sensors
    Yamaguchi, A
    Ogawa, M
    Tamura, T
    Togawa, T
    PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 1977 - 1979
  • [28] Intelligent Data Classification and Aggregation in Wireless Sensors for Flood Forecasting System
    Marouane, El Mabrouk
    Mostafa, Ezziyyani
    Mohamed, Essaaidi
    PROCEEDINGS OF 2014 MEDITERRANEAN MICROWAVE SYMPOSIUM (MMS2014), 2014, : 201 - 208
  • [29] A Home Monitoring System for Elderly People Based on MEMS Sensors and Wireless Networks
    Jia, Fangxiu
    Sun, Yujia
    Yu, Jiyan
    Wang, Xiaoming
    2013 IEEE SENSORS, 2013, : 1184 - 1187
  • [30] Wireless Sensor Sequence Data Model for Smart Home and IoT Data Analytics
    Suryadevara, Nagender Kumar
    PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS, ICCII 2016, 2017, 507 : 441 - 447