Extraction and Validation of Biomechanical Gait Parameters with Contactless FMCW Radar.
FMCW radar
Wilcoxon test
gait parameters
motion capture
reliability validation
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
27 Jun 2024
27 Jun 2024
Historique:
received:
10
06
2024
revised:
22
06
2024
accepted:
24
06
2024
medline:
13
7
2024
pubmed:
13
7
2024
entrez:
13
7
2024
Statut:
epublish
Résumé
A 77 GHz frequency-modulated continuous wave (FMCW) radar was utilized to extract biomechanical parameters for gait analysis in indoor scenarios. By preprocessing the collected raw radar data and eliminating environmental noise, a range-velocity-time (RVT) data cube encompassing the subjects' information was derived. The strongest signals from the torso in the velocity and range dimensions and the enveloped signal from the toe in the velocity dimension were individually separated for the gait parameters extraction. Then, six gait parameters, including step time, stride time, step length, stride length, torso velocity, and toe velocity, were measured. In addition, the Qualisys system was concurrently utilized to measure the gait parameters of the subjects as the ground truth. The reliability of the parameters extracted by the radar was validated through the application of the Wilcoxon test, the intraclass correlation coefficient (ICC) value, and Bland-Altman plots. The average errors of the gait parameters in the time, range, and velocity dimensions were less than 0.004 s, 0.002 m, and 0.045 m/s, respectively. This non-contact radar modality promises to be employable for gait monitoring and analysis of the elderly at home.
Identifiants
pubmed: 39000963
pii: s24134184
doi: 10.3390/s24134184
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM