Title :
Impulsive interference mitigation in ad hoc networks based on alpha-stable modeling and particle filtering
Author :
Jaoua, Nouha ; Duflos, Emmanuel ; Vanheeghe, Philippe ; Clavier, Laurent ; Septier, François
Author_Institution :
LAGIS, Ecole Centrale de Lille, Villeneuve-d´´Ascq, France
Abstract :
In this paper, we tackle the problem of interference mitigation in ad hoc networks. In such context, the multiple access interference (MAI) is known to be of an impulsive nature. Therefore, the conventional Gaussian assumption can not be considered to model this type of interference. Contrariwise, it can be accurately modeled by stable distributions. Here, this issue is addressed within an Orthogonal Frequency Division Multiplexing (OFDM) transmission link assuming a symmetric α-stable model for the signal distortion due to MAI. For this purpose, we propose a method for the joint estimation of the transmitted multicarrier signal and the noise parameters. Based on sequential Monte Carlo (SMC) methods, the proposed scheme allows the online estimation using a Rao-blackwellized particle filter.
Keywords :
Monte Carlo methods; OFDM modulation; ad hoc networks; distortion; interference suppression; multi-access systems; particle filtering (numerical methods); radio links; radiofrequency interference; OFDM transmission link; Rao-blackwellized particle filter; SMC method; ad hoc network; alpha-stable modeling; impulsive interference mitigation; multiple access interference; noise parameter; online estimation; orthogonal frequency division multiplexing; particle filtering; sequential Monte Carlo method; signal distortion; stable distribution; symmetric α-stable model; transmitted multicarrier signal; Ad hoc networks; Estimation; Interference; Joints; Noise; OFDM; a-stable distribution; ad hoc networks; multiple access interference; sequential Monte Carlo methods;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946244