Title :
Comparison between asymmetric generalized Gaussian (AGG) and symmetric-α-stable (SαS) noise models for signal estimation in non Gaussian environments
Author :
Tesei, A. ; Bozzano, R. ; Regazzoni, C.S.
Author_Institution :
Dept. of Biophys. & Electron. Eng., Genoa Univ., Italy
Abstract :
This paper focuses on the problem of multilevel digital signal estimation in the presence of generic noise in a communication system. Noise is assumed unimodal, independent identically distributed, generically non Gaussian, that is eventually asymmetric, impulsive or not. The proposed solution is based on a previously developed estimator which requires the analytical probability density function model of the noise. The selected estimator was originally applied under the assumption of SαS noise distribution. In this paper the asymmetric generalized Gaussian (agg) model is selected as a suitable model to describe the noise processes: hence, it is discussed and compared with the SαS distributions in terms of decoding performances. Tests were performed on simulated binary sequences corrupted by interference generated as SαS processes. Test results outlines comparable performances of the two families of parametric noise models
Keywords :
Gaussian processes; decoding; digital communication; interference (signal); noise; recursive estimation; signal processing; analytical probability density function model; asymmetric generalized Gaussian models; communication system; decoding performances; generic noise; interference; multilevel digital signal estimation; nonGaussian environments; parametric noise models; signal estimation; simulated binary sequences; symmetric-α-stable noise models; tests; unimodal noise; Binary sequences; Decoding; Estimation; Gaussian noise; Interference; Performance evaluation; Probability density function; Radar; Testing; Working environment noise;
Conference_Titel :
Higher-Order Statistics, 1997., Proceedings of the IEEE Signal Processing Workshop on
Conference_Location :
Banff, Alta.
Print_ISBN :
0-8186-8005-9
DOI :
10.1109/HOST.1997.613527