Please use this identifier to cite or link to this item: https://ir.swu.ac.th/jspui/handle/123456789/27413
Title: A Bed-Fall Notification System Using Pressure and Ultrasonic Sensors
Authors: Pornpreedawan P.
Puengsiricharoen K.
Tantisatirapong S.
Taweerutchana R.
Sueaseenak D.
Keywords: android mobile device
fall
finite state machine
ınternet of things
pressure and ultrasonic sensor
Issue Date: 2022
Publisher: King Mongkut's Institute of Technology Ladkrabang
Abstract: Falls are a major cause of unintentional injury and mortality in the senior population. Therefore, early fall notification can prevent any undesirable damage. This paper aims to present a mobile electronic device-based bed-fall notification using the combination of six thin-film pressure sensors and six ultrasonic sensors. The proposed system monitors movements, detects a bed-fall, and sends an alarm to caregivers. The Finite State Machine (FSM) is used to classify 3 states of movement patterns: the lying, sitting, and falling states. The Internet of Things (IoT) system is adopted to transmit the movement status to the application on an android mobile device. The proposed bed-fall classification system yielded promising results for accuracy, sensitivity, and specificity: 86.67%, 73.33%, and 100%, respectively. In future work, the proposed system can be improved by increasing the number of thin-film pressure sensors, modifying circuit, and applying machine learning models. Accreditation of the system is expected to benefit young and elderly patients in nursing homes, hospitals, and residential areas. © 2022, King Mongkut's Institute of Technology Ladkrabang. All rights reserved.
URI: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85130491470&doi=10.55003%2fcast.2022.03.22.011&partnerID=40&md5=d08674f5245b0fd30dde78b73304163a
https://ir.swu.ac.th/jspui/handle/123456789/27413
ISSN: 25869396
Appears in Collections:Scopus 2022

Files in This Item:
There are no files associated with this item.


Items in SWU repository are protected by copyright, with all rights reserved, unless otherwise indicated.