A Radar Sensor for Automatic Gait Speed Analysis in Walking Tests - LM2S Access content directly
Journal Articles IEEE Sensors Journal Year : 2021

A Radar Sensor for Automatic Gait Speed Analysis in Walking Tests

Daniel Alshamaa

Abstract

Walking tests can provide an indicator of balance and fragility of people. They measure the gait speed and compare it to reference values related to various pathologies. We propose a radar sensor system that allows the evaluation of the gait speed in these tests in an automatic manner. The proposed approach consists of three phases; a first phase where the system automatically distinguishes the three sections of the test, namely walk #1, turn, and walk #2. Then, a second phase where the obtained signal is processed to evaluate the gait speed of the person. This is done through time-frequency analysis of the radar signal. In order to deal with the non-stationary nature of the radar signals, we consider the short-time Fourier transfer in our time-frequency analysis. The third phase consists in segmenting each walk into three segments, namely an acceleration zone, a measured-gait zone, and a deceleration zone. We provide a segmentation of the walking in order to automatically distinguish these zones. The proposed approach is validated using a Vicon motion-capture system, with a mean RMSE equal to 0.076 m/s. As compared to traditional techniques, our proposed system is automatic and does not require acceleration and deceleration zones.
Fichier principal
Vignette du fichier
Radar_sensor_automatic_gait.pdf (588.42 Ko) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

lirmm-03473216 , version 1 (18-04-2024)

Identifiers

Cite

Daniel Alshamaa, Racha Soubra, Aly Chkeir. A Radar Sensor for Automatic Gait Speed Analysis in Walking Tests. IEEE Sensors Journal, 2021, 21 (12), pp.13886-13894. ⟨10.1109/JSEN.2021.3070682⟩. ⟨lirmm-03473216⟩
52 View
3 Download

Altmetric

Share

Gmail Facebook X LinkedIn More