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HUMAN GAIT PARAMETER ESTIMATION BASED ON MICRO-DOPPLER SIGNATURES USING PARTICLE FILTERS
Date
2011-05-27
Author
Guldogan, M. B.
Gustafsson, F.
Orguner, Umut
Bjorklund, S.
Petersson, H.
Nezirovic, A.
Metadata
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This work is licensed under a
Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License
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Monitoring and tracking human activities around restricted areas is an important issue in security and surveillance applications. The movement of different parts of the human body generates unique micro-Doppler features which can be extracted effectively using joint time-frequency analysis. In this paper, we describe the simultaneous tracking of both location and micro-Doppler features of a human using particle filters (PF). The results obtained using the data from a 77 GHz radar prove the successful usage of particle filters in tracking micro-Doppler features of the human gait.
Subject Keywords
Human gait analysis
,
Micro-Doppler
,
Particle filters (PF)
,
Radar
URI
https://hdl.handle.net/11511/42137
DOI
https://doi.org/10.1109/icassp.2011.5947714
Collections
Department of Electrical and Electronics Engineering, Conference / Seminar