Robust PCA for micro-doppler classification using SVM on embedded systems

Zabalza, Jaime and Clemente, Carmine and Di Caterina, Gaetano and Ren, Jinchang and Soraghan, John J. and Marshall, Stephen (2014) Robust PCA for micro-doppler classification using SVM on embedded systems. IEEE Transactions on Aerospace and Electronic Systems, 50 (3). pp. 2304-2310. ISSN 0018-9251

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    Abstract

    In this paper a novel feature extraction technique for micro-Doppler classification and its real time implementation using SVM on an embedded low-cost DSP are presented. The effectiveness of the proposed technique is improved through the exploitation of the outlier rejection capabilities of the Robust PCA in place of the classic PCA.