DocumentCode
268808
Title
Low intrusive Ehealth monitoring: human posture and activity level detection with an intelligent furniture network
Author
Heikkilä, Tapio ; Strömmer, E. ; Kivikunnas, S. ; Järviluoma, M. ; Korkalainen, Marko ; Kyllönen, V. ; Sarjanoja, E. ; Peltomaa, I.
Author_Institution
VTT Tech. Res. Centre of Finland, Espoo, Finland
Volume
20
Issue
4
fYear
2013
fDate
Aug-13
Firstpage
57
Lastpage
63
Abstract
Assisting elderly people living at home is a topical issue for Information and Communication Technology (ICT) developers. The motivation is in tracking the resident behavior and detecting abnormal living patterns. We take an approach for such an eHealth monitoring by an intelligent furniture network. Human behavior in the form of postures and activity levels is monitored using a set of intelligent furniture with very low cost low-intrusive capacitive proximity sensors. The sensor system relies on wireless sensor network technologies and is extended with data management and monitoring user interfaces via the internet. Our experimental tests show that compact algorithms based on nearest neighborhood classifiers and filter banks with Infinite Impulse Response (IIR) filters or Haar wavelets can identify the state of the furniture user in the form of postures and activity levels. Changes in posture and activity patterns can reveal behavioral anomalies, like restlessness and wandering, indicating possible health related unrevealed complications.
Keywords
Haar transforms; IIR filters; biomedical communication; capacitive sensors; channel bank filters; health care; wireless sensor networks; Haar wavelets; IIR filters; abnormal living patterns detection; activity level detection; capacitive proximity sensors; data management; ehealth monitoring; filter banks; human posture; infinite impulse response filters; information and communication technology developers; intelligent furniture network; internet; neighborhood classifiers; wireless sensor network technologies; Biomedical monitoring; Capacitive sensors; Electrodes; Electronic medical records; Filter banks; Logic gates; Monitoring; Senior citizens; Wireless sensor networks;
fLanguage
English
Journal_Title
Wireless Communications, IEEE
Publisher
ieee
ISSN
1536-1284
Type
jour
DOI
10.1109/MWC.2013.6590051
Filename
6590051
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