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Fall Detection Using Deep Learning in Range-Doppler Radars | IEEE Journals & Magazine | IEEE Xplore

Fall Detection Using Deep Learning in Range-Doppler Radars


Abstract:

In this paper, we propose an approach that uses deep learning to detect a human fall. The proposed approach automatically captures the intricate properties of the radar r...Show More

Abstract:

In this paper, we propose an approach that uses deep learning to detect a human fall. The proposed approach automatically captures the intricate properties of the radar returns. In order to minimize false alarms, we fuse information from both the time-frequency and range domains. Experimental data is used to demonstrate the superiority of the deep learning based approach in comparison with the principal component analysis method and those methods incorporating predefined physically interpreted features.
Published in: IEEE Transactions on Aerospace and Electronic Systems ( Volume: 54, Issue: 1, February 2018)
Page(s): 180 - 189
Date of Publication: 14 August 2017

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