Estimation of human gait features by trajectory tracking and recombination using radar range‐Doppler‐time data. Issue 2 (16th November 2022)
- Record Type:
- Journal Article
- Title:
- Estimation of human gait features by trajectory tracking and recombination using radar range‐Doppler‐time data. Issue 2 (16th November 2022)
- Main Title:
- Estimation of human gait features by trajectory tracking and recombination using radar range‐Doppler‐time data
- Authors:
- Mao, Tong
Zhang, Yi
Zhu, Kaiqiang
Wang, Tianyi
Sun, Houjun - Abstract:
- Abstract: Radar enables a convenient, contactless way for gait analysis in daily scenarios, such as in‐home health monitoring. However, the overlapping of human limb components could occur in both range and velocity dimensions of the radar echo, which makes it difficult to distinguish the limbs. In this study, a trajectory tracking and recombination method based on range‐Doppler‐time data is proposed for gait feature estimation under insufficient radar resolution. In the trajectory tracking step, the scattering amplitude is included for Kalman filtering, and the weighted joint nearest neighbour algorithm is proposed for data association. Then, the trajectories are recombined to construct the limb tracks based on the relative range‐Doppler angles. Finally, the limb tracks are used to estimate the spatial‐temporal and kinematic gait features. In our simulation, the trajectory tracking accuracies range from 98.2% to 99.6%. The gait feature estimation accuracies for simulation and measurement are no less than 91.9% and 93.8% respectively.
- Is Part Of:
- IET radar, sonar & navigation. Volume 17:Issue 2(2023)
- Journal:
- IET radar, sonar & navigation
- Issue:
- Volume 17:Issue 2(2023)
- Issue Display:
- Volume 17, Issue 2 (2023)
- Year:
- 2023
- Volume:
- 17
- Issue:
- 2
- Issue Sort Value:
- 2023-0017-0002-0000
- Page Start:
- 236
- Page End:
- 246
- Publication Date:
- 2022-11-16
- Subjects:
- data association -- estimation theory -- human gait -- Kalman filter -- micro‐Doppler effect -- millimetre wave radar -- radar imaging -- radar signal processing -- radar target recognition -- radar tracking -- range‐Doppler -- trajectory recombination
Signal processing -- Periodicals
Radar -- Periodicals
Sonar -- Periodicals
Electronics in navigation -- Periodicals
Navigation -- Periodicals
621.3848 - Journal URLs:
- http://digital-library.theiet.org/content/journals/iet-rsn ↗
http://ieeexplore.ieee.org/servlet/opac?punumber=4119394 ↗
http://www.ietdl.org/IET-RSN ↗
https://ietresearch.onlinelibrary.wiley.com/journal/17518792 ↗
http://www.theiet.org/ ↗ - DOI:
- 10.1049/rsn2.12336 ↗
- Languages:
- English
- ISSNs:
- 1751-8784
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4363.253300
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 25988.xml