A Novel Algorithm for Radar Classification Based on Doppler Characteristics Exploiting Orthogonal Pseudo-Zernike Polynomials

被引:89
作者
Clemente, Carmine [1 ]
Pallotta, Luca [2 ]
De Maio, Antonio [2 ]
Soraghan, John J. [1 ,3 ,4 ]
Farina, Alfonso [5 ]
机构
[1] Univ Strathclyde, Dept Elect & Elect Engn, Glasgow G1 1XW, Lanark, Scotland
[2] Univ Naples Federico II, I-80125 Naples, Italy
[3] Univ Strathclyde, Signal Proc, Inst Commun & Signal Proc, Glasgow G1 1XW, Lanark, Scotland
[4] Univ Strathclyde, Signal Proc, Glasgow G1 1XW, Lanark, Scotland
[5] SELEX ES, I-00131 Rome, Italy
基金
英国工程与自然科学研究理事会;
关键词
RECOGNITION; SIGNATURES;
D O I
10.1109/TAES.2014.130762
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Phase modulation induced by target micromotions introduces sidebands in the radar spectral signature returns. Time-frequency distributions facilitate the representation of such modulations in a micro-Doppler signature that is useful in the characterization and classification of targets. Reliable micro-Doppler signature classification requires the use of robust features that are capable of uniquely describing the micromotion. Moreover, future applications of micro-Doppler classification will require meaningful representation of the observed target by using a limited set of values. In this paper, the application of the pseudo-Zernike moments for micro-Doppler classification is introduced. Specifically, the proposed algorithm consists of the extraction of the pseudo-Zernike moments from the cadence velocity diagram (CVD). The use of pseudo-Zernike moments allows invariant features to be obtained that are able to discriminate the content of two-dimensional matrices with a small number of coefficients. The analysis has been conducted both on simulated and on real radar data, demonstrating the effectiveness of the proposed approach for classification purposes.
引用
收藏
页码:417 / 430
页数:14
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