DocumentCode :
650787
Title :
Single channel time-varying amplitude LFM interference blind separation based on improved particle filter
Author :
Wei Lu ; Bangning Zhang ; Xiping Lu
Author_Institution :
Coll. of Commun. Eng., PLA Univ. of Sci. & Technol., Nanjing, China
fYear :
2013
fDate :
24-26 Oct. 2013
Firstpage :
1
Lastpage :
5
Abstract :
Two methods are proposed for single channel blind separation problem of communication signal and interference (include Linear frequency modulation interference and Single-tone interference) based on genetic algorithm and particle swarm optimized particle filtering. Proposed algorithms aim to obtain the maximum a posterior (MAP) estimate of communication code and the unknown parameters using particle filtering by establishing the state space model for the interfered signal, Specially, in order to overcome the sample impoverishment problem, genetic algorithm and particle swarm optimized is introduced to the re-sampling process in particle filtering. In such a way, the number of needed particles is reduced and the variety of particles is retained during the sequential estimation process, moreover, the proposed algorithm has superior performance under time-varying amplitude LFM interference and Single-tone interference. Simulation results show that particle swarm optimized resample method is effective to separate communication signal and interference when the ISR is less than 15dB and SNR is more than 14dB.
Keywords :
blind source separation; frequency modulation; genetic algorithms; interference (signal); maximum likelihood estimation; particle filtering (numerical methods); particle swarm optimisation; phase shift keying; signal sampling; state-space methods; MAP estimate; communication code; communication signal; genetic algorithm; impoverishment problem; interfered signal; linear frequency modulation interference; maximum a posterior estimate; particle swarm optimized particle filtering; re-sampling process; sequential estimation process; single channel time-varying amplitude LFM interference blind separation; single-tone interference; state space model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications & Signal Processing (WCSP), 2013 International Conference on
Conference_Location :
Hangzhou
Type :
conf
DOI :
10.1109/WCSP.2013.6677036
Filename :
6677036
Link To Document :
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