DocumentCode :
1398376
Title :
A Robust and Sensitive Metric for Quantifying Movement Smoothness
Author :
Balasubramanian, Sivakumar ; Melendez-Calderon, Alejandro ; Burdet, Etienne
Author_Institution :
Dept. of Bioeng., Imperial Coll. of Sci., Technol. & Med., London, UK
Volume :
59
Issue :
8
fYear :
2012
Firstpage :
2126
Lastpage :
2136
Abstract :
The need for movement smoothness quantification to assess motor learning and recovery has resulted in various measures that look at different aspects of a movement´s profile. This paper first shows that most of the previously published smoothness measures lack validity, consistency, sensitivity, or robustness. It then introduces and evaluates the spectral arc-length metric that uses a movement speed profile´s Fourier magnitude spectrum to quantify movement smoothness. This new metric is systematically tested and compared to other smoothness metrics, using experimental data from stroke and healthy subjects as well as simulated movement data. The results indicate that the spectral arc-length metric is a valid and consistent measure of movement smoothness, which is both sensitive to modifications in motor behavior and robust to measurement noise. We hope that the systematic analysis of this paper is a step toward the standardization of the quantitative assessment of movement smoothness.
Keywords :
biomechanics; cognition; Fourier magnitude spectrum; consistency; motor learning; motor recovery; movement smoothness quantification; movement speed profile; robustness; sensitivity; spectral arc length metric; validity; Medical treatment; Motion measurement; Noise; Noise measurement; Robustness; Sensitivity; Jerk; motor learning; neurological diseases; quantitative movement assessment; smoothness measure; spectral arc-length metrics; stroke; Algorithms; Computer Simulation; Fourier Analysis; Humans; Movement; Movement Disorders; Psychomotor Performance; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Stroke;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2011.2179545
Filename :
6104119
Link To Document :
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