Title :
Underwater acoustic communication in the presence of heavy-tailed impulsive noise with bi-parameter cauchy-Gaussian mixture model
Author :
Banerjee, Sean ; Agrawal, Meena
Author_Institution :
CARE, IIT Delhi, New Delhi, India
Abstract :
Underwater acoustic (UWA) noise is dominated by impulsive sources in shallow water areas. This leads to a situation where the noise density function shows a heavier tail than that of the Gaussian density and the performance of traditional Gaussian receiver becomes sub-optimal or even worse. In this paper we investigate the scenario where UWA channel noise is non-Gaussian. Several literatures have shown that heavy-tailed impulsive noise can be very well modelled by the bi-parameter Cauchy-Gaussian mixture (CGM) distribution which is an approximation to the symmetric a-stable class. We derive the analytical expression for probability of error with CGM noise statistics for an M-QAM UWA system, which, to the best of our knowledge, has not yet been reported elsewhere. Also we have simulated a UWA system where the performance of a traditional Gaussian receiver is studied in the presence of CGM noise statistics.
Keywords :
Gaussian distribution; Gaussian processes; acoustic noise; acoustic receivers; error statistics; impulse noise; mixture models; underwater acoustic communication; CGM noise statistics; Gaussian density; Gaussian receiver; M-QAM UWA system; UWA channel noise; biparameter Cauchy-Gaussian mixture distribution model; error probability; heavy-tailed impulsive noise; impulsive source; noise density function; nonGaussian noise; shallow water area; symmetric α-stable class; underwater acoustic communication; Approximation methods; Density functional theory; Error analysis; Signal to noise ratio; Standards; Underwater acoustics; Cauchy-Gaussian mixture distribution; Impulsive noise; Non-Gaussian statistics; Probability of error; Symmetric a-stable process; Underwater acoustic noise;
Conference_Titel :
Ocean Electronics (SYMPOL), 2013
Conference_Location :
Kochi
Print_ISBN :
978-93-80095-45-5
DOI :
10.1109/SYMPOL.2013.6701903