Radar feature analysis of human activity classification

Tao Zhang; Xingshuai Qiao; Xiuping Li

doi:10.1117/12.3004913

20 October 2023 Radar feature analysis of human activity classification

Tao Zhang, Xingshuai Qiao, Xiuping Li

Proceedings Volume 12916, Third International Conference on Signal Image Processing and Communication (ICSIPC 2023); 129162T (2023) https://doi.org/10.1117/12.3004913
Event: Third International Conference on Signal Image Processing and Communication (ICSIPC 2023), 2023, Kunming, China

Abstract

In this paper, the radar parameters of human body junction including different behavioral physical characteristics are analyzed. The radar parameters of different activities (walking, squatting, sitting and falling) of the target under multiple observation angles are simulated. The radar characteristics of human motion such as Doppler frequency, radial distance, height and pitch angle are analyzed in depth. Finally, the most suitable view angle in the classification of each activity and the radar parameters with the most stable characteristics are further given. The feature extraction method presented in this paper has an explicit physical interpretation and good angular adaptability. Neural networks combined with the proposed feature extraction method can have better interpretation of the activity classification results.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Tao Zhang, Xingshuai Qiao, and Xiuping Li "Radar feature analysis of human activity classification", Proc. SPIE 12916, Third International Conference on Signal Image Processing and Communication (ICSIPC 2023), 129162T (20 October 2023); https://doi.org/10.1117/12.3004913

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available