Flexible force sensors embedded in office chair for monitoring of sitting postures
Ishaku, Amayikai A. and Tranganidas, Aris and Matúška, Slavomír and Hudec, Róbert and McCutcheon, Graeme and Stankovic, Lina and Gleskova, Helena (2019) Flexible force sensors embedded in office chair for monitoring of sitting postures. In: IEEE International Conference on Flexible and Printable Sensors and Systems, 2019-07-07 - 2019-07-10. (https://doi.org/10.1109/FLEPS.2019.8792250)
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Abstract
Six flexible force sensors, two on the backrest and four on the seat, were embedded in the upholstery of an off-the-shelf office chair to enable non-intrusive monitoring of sitting postures. Besides the sensors, the monitoring platform comprises an Arduino Nano microcontroller with Wi-Fi transmitter, embedded on the chair, a Wi-Fi receiver communicating with a remote server and a Graphical User Interface (GUI) showing real-time readings. Approximately 26,000 observations corresponding to 9 different postures were collected, labelled and classified using supervised machine learning. The results show that only a subset of the 6 sensors is needed for predicting these 9 sitting postures with high accuracy. This opens up the possibility for intelligent, real-time monitoring systems that can improve safety and wellbeing of today’s office workers.
ORCID iDs
Ishaku, Amayikai A., Tranganidas, Aris, Matúška, Slavomír, Hudec, Róbert, McCutcheon, Graeme, Stankovic, Lina ORCID: https://orcid.org/0000-0002-8112-1976 and Gleskova, Helena ORCID: https://orcid.org/0000-0001-7195-9639;-
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Item type: Conference or Workshop Item(Paper) ID code: 68868 Dates: DateEvent10 July 2019Published13 May 2019AcceptedNotes: © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. Subjects: Technology > Electrical engineering. Electronics Nuclear engineering Department: Faculty of Engineering > Electronic and Electrical Engineering Depositing user: Pure Administrator Date deposited: 16 Jul 2019 14:17 Last modified: 19 Nov 2024 01:29 Related URLs: URI: https://strathprints.strath.ac.uk/id/eprint/68868