DocumentCode :
3610181
Title :
Recognition of radar emitter signals based on SVD and AF main ridge slice
Author :
Qiang Guo ; Pulong Nan ; Xiaoyu Zhang ; Yuning Zhao ; Jian Wan
Author_Institution :
Coll. of Inf. & Commun. Eng., Harbin Eng. Univ., Harbin, China
Volume :
17
Issue :
5
fYear :
2015
Firstpage :
491
Lastpage :
498
Abstract :
Recognition of radar emitter signals is one of core elements in radar reconnaissance systems. A novel method based on singular value decomposition (SVD) and the main ridge slice of ambiguity function (AF) is presented for attaining a higher correct recognition rate of radar emitter signals in case of low signal-to-noise ratio. This method calculates the AF of the sorted signal and ascertains the main ridge slice envelope. To improve the recognition performance, SVD is employed to eliminate the influence of noise on the main ridge slice envelope. The rotation angle and symmetric Holder coefficients of the main ridge slice envelope are extracted as the elements of the feature vector. And kernel fuzzy c-means clustering is adopted to analyze the feature vector and classify different types of radar signals. Simulation results indicate that the feature vector extracted by the proposed method has satisfactory aggregation within class, separability between classes, and stability. Compared to existing methods, the proposed feature recognition method can achieve a higher correct recognition rate.
Keywords :
feature extraction; fuzzy systems; pattern clustering; radar signal processing; signal classification; singular value decomposition; AF main ridge slice; SVD; ambiguity function; correct recognition rate; feature recognition; feature vector; kernel fuzzy c-means clustering; main ridge slice envelope; radar emitter signal recognition; radar reconnaissance systems; rotation angle; signal-to-noise ratio; singular value decomposition; symmetric Holder coefficients; Binary phase shift keying; Correlation; Feature extraction; Radar; Signal to noise ratio; Time-frequency analysis; Yttrium; Ambiguity function (AF); main ridge slice; radar signal recognition; singular value decomposition (SVD); symmetric Holder coefficients;
fLanguage :
English
Journal_Title :
Communications and Networks, Journal of
Publisher :
ieee
ISSN :
1229-2370
Type :
jour
DOI :
10.1109/JCN.2015.000087
Filename :
7324148
Link To Document :
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