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  4. DIY-PressMat: A Smart Sensor Mat for Posture Detection Applicable for Bed-exit Intention Detection, Pressure Ulcer Prevention, and Sleep Apnea Mitigation
 
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2021
Conference Paper
Title

DIY-PressMat: A Smart Sensor Mat for Posture Detection Applicable for Bed-exit Intention Detection, Pressure Ulcer Prevention, and Sleep Apnea Mitigation

Abstract
In this research, we present a proof-of-concept Do-It-Yourself (DIY) bed sensor mat that is capable to detect five user postures, including: Supine position, Prone position, Lateral position (left), Lateral position (right), and Sitting. Our prototype incorporates two types of sensors: Pressure Tiles and Capacitive Sensing. To gain an impression on the accuracy, we conducted a study with 11 participants and developed a machine learning model showing accuracy of 85% for an unknown user. In fact, nocturnal postures extend to a third of ones lifetime and therefore, a posture detection can be particularly interesting. Enabled application scenarios include pressure ulcer prevention, bed-exit intention detection, diabetes detection, and sleep apnea mitigation.
Author(s)
Matthies, Denys J.C.
Technical Univ. of Applied Sciences Lübeck
Haescher, Marian  
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Chodan, Wencke  
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Bieber, Gerald  
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Mainwork
14th ACM International Conference on PErvasive Technologies Related to Assistive Environments, PETRA 2021  
Conference
International Conference on PErvasive Technologies Related to Assistive Environments (PETRA) 2021  
Open Access
DOI
10.24406/publica-r-412655
10.1145/3453892.3454001
File(s)
Download (5.12 MB)
Language
English
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Keyword(s)
  • hardware

  • Lead Topic: Individual Health

  • Research Line: Human computer interaction (HCI)

  • smart devices

  • applications for pervasive computing

  • user intention analysis

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