21
IRUS TotalDownloads
Altmetric
A dynamic programming approach for automatic stride detection and segmentation in acoustic emission from the knee
File | Description | Size | Format | |
---|---|---|---|---|
Yiallourides_ICASSP2017.pdf | Accepted version | 303.5 kB | Adobe PDF | View/Open |
Title: | A dynamic programming approach for automatic stride detection and segmentation in acoustic emission from the knee |
Authors: | Yiallourides, C Manning, V Moore, AH Naylor, P |
Item Type: | Conference Paper |
Abstract: | We study the acquisition and analysis of sounds generated by the knee during walking with particular focus on the effects due to osteoarthritis. Reliable contact instant estimation is essential for stride synchronous analysis. We present a dynamic programming based algorithm for automatic estimation of both the initial contact instants (ICIs) and last contact instants (LCIs) of the foot to the floor. The technique is designed for acoustic signals sensed at the patella of the knee. It uses the phase-slope function to generate a set of candidates and then finds the most likely ones by minimizing a cost function that we define. ICIs are identified with an RMS error of 13.0% for healthy and 14.6% for osteoarthritic knees and LCIs with an RMS error of 16.0% and 17.0% respectively. |
Issue Date: | 19-Jun-2017 |
Date of Acceptance: | 12-Dec-2016 |
URI: | http://hdl.handle.net/10044/1/45038 |
DOI: | 10.1109/ICASSP.2017.7952186 |
ISSN: | 1520-6149 |
Publisher: | Institute of Electrical and Electronics Engineers (IEEE) |
Start Page: | 401 |
End Page: | 405 |
Journal / Book Title: | 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) |
Copyright Statement: | © 2017 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. |
Conference Name: | 2017 IEEE International Conference on Acoustics Speech and Signal Processing (ICASSP) |
Keywords: | Science & Technology Technology Acoustics Engineering, Electrical & Electronic Engineering acoustic emission dynamic programming knee osteoarthritis contact instants VIBROARTHROGRAPHIC SIGNALS CARTILAGE PATHOLOGY LINEAR PREDICTION VIBRATION SIGNALS JOINTS |
Publication Status: | Published |
Start Date: | 2017-03-05 |
Finish Date: | 2017-03-09 |
Conference Place: | New Orleans |
Online Publication Date: | 2017-06-19 |
Appears in Collections: | Electrical and Electronic Engineering Faculty of Engineering |