DocumentCode
2120018
Title
Suitable BSS algorithm for separating carrier modulation and LFM signals
Author
Zhang, Jiao ; Zhang, Xudong
Author_Institution
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
fYear
2012
fDate
21-23 April 2012
Firstpage
2915
Lastpage
2918
Abstract
Our goal is to find a suitable BSS(Blind Source Separation) algorithm to separate the mixed radar signals when the sources are modulated with the same type such as carrier modulation and LFM. It is especially a difficult case if their modulation parameters are similar. In this paper, we select six BSS algorithms, FastICA, SOBI-RO, JADE, TFBSS, RADICAL and Kernel ICA to deal with this problem and obtain our experimental conclusion. Then we propose a novel method to improve the performance. The simulation results show that the method is effective to get better performance compared to the existing algorithms particularly in the low SNR cases.
Keywords
blind source separation; independent component analysis; radar signal processing; BSS algorithm; FastICA; JADE; Kernel ICA; LFM signals; RADICAL; SNR; SOBI-RO; TFBSS; blind source separation algorithm; carrier modulation; independent component analysis; mixed radar signals; Frequency modulation; Kernel; Signal to noise ratio; Source separation; Wavelet transforms; BSS; Carrier modulation; ICA; LFM; RSCW; SIRG; SIRJ; Wavelet transform;
fLanguage
English
Publisher
ieee
Conference_Titel
Consumer Electronics, Communications and Networks (CECNet), 2012 2nd International Conference on
Conference_Location
Yichang
Print_ISBN
978-1-4577-1414-6
Type
conf
DOI
10.1109/CECNet.2012.6201742
Filename
6201742
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