Rueangsirarak, Worasak, Mekurai, Chayuti, Shum, Hubert P. H., Uttama, Surapong, Chaisricharoen, Roungsan and Kaewkaen, Kitchana (2017) Biofeedback Assessment for Older People with Balance Impairment using a Low-cost Balance Board. In: GWS 2017 - Global Wireless Summit, 15-18 October 2017, Cape Town, South Africa.
|
Text (Full text)
Rueangsirarak et al - Biofeedback Assessment for Older People with Balance Impairment using a Low-cost Balance Board AAM.pdf - Accepted Version Download (335kB) | Preview |
Abstract
This paper studies the feasibility of using a low-cost game device called Wii Fit Balance Board® to measure the static balance of older people for diagnosing a balance impairment, which is caused by muscle weakness in stroke patients. Sixty participants were invited to attend the risk assessment that included a clinical test. Four biofeedback testing patterns were tested with the participants. Two machine learning algorithms were selected to experiment using 10-fold cross validation scenario. The results show that Artificial Neuron Network has the best evaluation performance of 86.67%, 80%, and 80% in three out of four biofeedback testing patterns. This demonstrates that the application of static balance measurement together with Wii Fit Balance Board® could be implemented as a tool to replace high-cost force plate systems.
Item Type: | Conference or Workshop Item (Paper) |
---|---|
Uncontrolled Keywords: | static balance, Wii Fit Balance Board, classification, low-cost measuring tool, biofeedback |
Subjects: | G400 Computer Science |
Department: | Faculties > Engineering and Environment > Computer and Information Sciences |
Related URLs: | |
Depositing User: | Hubert Shum |
Date Deposited: | 03 Nov 2017 11:15 |
Last Modified: | 01 Aug 2021 10:03 |
URI: | http://nrl.northumbria.ac.uk/id/eprint/32443 |
Downloads
Downloads per month over past year