Simplified chirp dictionary for time-frequency signature sparse reconstruction of radar returns

In sparse reconstruction of the Doppler frequency, the chirp atom approach has been shown to give a better performance than its sinusoidal counterpart. Nevertheless, the chirp atom has a relatively large dimension and so its computational load is much greater compared to the sinusoidal atom. In this paper, we propose a simplified chirp dictionary that obtains a satisfactory time-frequency signature approximation of the signals, but with a computational load comparable to the sinusoidal atom. We estimate the chirp rate through the DTFT of the bilinear product at a certain lag, and the initial frequency is solved in the time domain.

[1]  M. Amin Time-Frequency Spectrum Analysis and Estimation for Nonstationary Random-Processes , 1992 .

[2]  Carmine Clemente,et al.  Developments in target micro-Doppler signatures analysis: radar imaging, ultrasound and through-the-wall radar , 2013, EURASIP J. Adv. Signal Process..

[3]  Mounir Ghogho,et al.  Time-frequency signature sparse reconstruction using chirp dictionary , 2015, Sensing Technologies + Applications.

[4]  J.A. Jensen,et al.  Use of modulated excitation signals in medical ultrasound. Part I: basic concepts and expected benefits , 2005, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[5]  Branka Jokanovic,et al.  Reconstruction of locally frequency sparse nonstationary signals from random samples , 2014, 2014 22nd European Signal Processing Conference (EUSIPCO).

[6]  Youngwook Kim,et al.  Human Activity Classification Based on Micro-Doppler Signatures Using a Support Vector Machine , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[7]  Mounir Ghogho,et al.  Local sparse reconstructions of Doppler frequency using chirp atoms , 2015, 2015 IEEE Radar Conference (RadarCon).

[8]  Carmine Clemente,et al.  'The Micro-Doppler Effect in Radar' by V.C. Chen , 2012 .

[9]  Moeness Amin,et al.  Instantaneous frequency and time-frequency signature estimation using compressive sensing , 2013, Defense, Security, and Sensing.

[10]  Stéphane Mallat,et al.  Matching pursuits with time-frequency dictionaries , 1993, IEEE Trans. Signal Process..

[11]  Moeness G. Amin,et al.  Through-the-wall target localization using dual-frequency CW radars , 2006, SPIE Defense + Commercial Sensing.

[12]  Joerg F. Hipp,et al.  Time-Frequency Analysis , 2014, Encyclopedia of Computational Neuroscience.

[13]  Moeness G. Amin,et al.  Compressive sensing for urban radar , 2014 .

[14]  Hao Ling,et al.  Time-Frequency Transforms for Radar Imaging and Signal Analysis , 2002 .

[15]  Wei Sun,et al.  A novel interference suppression scheme for global navigation satellite systems using antenna array , 2005, IEEE Journal on Selected Areas in Communications.

[16]  Jon M. Peha Wireless communications and coexistence for smart environments , 2000, IEEE Wirel. Commun..

[17]  Braham Himed,et al.  Reduced interference time-frequency representations and sparse reconstruction of undersampled data , 2013, 21st European Signal Processing Conference (EUSIPCO 2013).

[18]  Patrick Flandrin,et al.  Time-Frequency Energy Distributions Meet Compressed Sensing , 2010, IEEE Transactions on Signal Processing.

[19]  Victor C. Chen,et al.  Analysis of radar micro-Doppler with time-frequency transform , 2000, Proceedings of the Tenth IEEE Workshop on Statistical Signal and Array Processing (Cat. No.00TH8496).

[20]  Jechang Jeong,et al.  Kernel design for reduced interference distributions , 1992, IEEE Trans. Signal Process..

[21]  Irena Orovic,et al.  Compressive Sensing Based Separation of Nonstationary and Stationary Signals Overlapping in Time-Frequency , 2013, IEEE Transactions on Signal Processing.

[22]  Yimin Zhang,et al.  High-resolution direction finding of non-stationary signals using matching pursuit , 2013, Signal Process..

[23]  S.M. Kay,et al.  Digital signal processing for sonar , 1981, Proceedings of the IEEE.

[24]  A. Zoubir,et al.  Through-the-Wall Radar Imaging , 2010 .

[25]  P. Williams,et al.  MILLISECOND IMAGING OF RADIO TRANSIENTS WITH THE POCKET CORRELATOR , 2011, 1106.4876.