Title :
Analog coding for Gaussian source and state interference estimation
Author :
Abou Saleh, Ahmad ; Alajaji, Fady ; Wai-Yip Chan
Author_Institution :
Queen´s Univ., Kingston, ON, Canada
fDate :
June 28 2015-July 1 2015
Abstract :
We consider zero-delay analog coding of a Gaussian source over a Gaussian channel with additive correlated Gaussian interference known to the transmitter. The receiver aims to jointly estimate the source signal and the state interference. We propose a layered parametric analog coding scheme based on linear and sawtooth mappings. We derive an upper bound on the distortion for the parametric scheme by assuming a suboptimal decoder. To optimize the system parameters, we use two suboptimal methods. The first one is partially numerical and part of the parameters are derived assuming no sawtooth mapping; the other one, however, is based on minimizing the derived upper bound. To improve the performance whenever storage and offline design complexity are not an issue, we design a nonparametric mapping through an iterative process based on joint optimization between the encoder and the decoder using the necessary conditions for optimality. Numerical results show that the nonparametric and parametric mappings outperform the linear scheme and overcome the saturation effect.
Keywords :
Gaussian channels; channel coding; iterative methods; optimisation; radiofrequency interference; source coding; Gaussian channel; Gaussian interference; Gaussian source; linear mappings; parametric analog coding scheme; sawtooth mappings; state interference estimation; zero-delay analog coding; Complexity theory; Decoding; Delays; Distortion; Encoding; Interference; Upper bound;
Conference_Titel :
Signal Processing Advances in Wireless Communications (SPAWC), 2015 IEEE 16th International Workshop on
Conference_Location :
Stockholm
DOI :
10.1109/SPAWC.2015.7227108