Title :
C18. On the performance analysis of symbol-level regressive coding technique via Variational Bayesian Expectation Maximization
Author :
Shehab, Mohammad A. ; Badran, Ehab F. ; Zaki, Amira I.
Author_Institution :
Coll. of Eng. & Technol., Arab Acad. for Sci. & Technol. & Maritime Transp., Alexandria, Egypt
Abstract :
In a previous work, a novel channel coding scheme was introduced based on the regression of symbols via Variational Bayesian Expectation Maximization (VBEM). A certain pattern of inferring symbols was inserted and weights obtained from regression were mapped to the receiver embedded inside data symbols to enhance the detection process via another regression. In this paper, probability of bit error formula is characterized and verified for the proposed coding scheme to select the optimum coding parameters. To verify the equation, we apply it on Gaussian Basis functions to obtain the least possible BER. Simulations are compared to theoretical results to show high coincidence.
Keywords :
encoding; expectation-maximisation algorithm; BER; Gaussian basis functions; VBEM; bit error formula; coding scheme; optimum coding parameters; performance analysis; symbol-level regressive coding technique; variational Bayesian expectation maximization; Quadrature amplitude modulation; AWGN; Channel coding; QAM; Variational Bayesian inference; linear regression;
Conference_Titel :
Radio Science Conference (NRSC), 2015 32nd National
Conference_Location :
6th of October City
Print_ISBN :
978-1-4799-9945-3
DOI :
10.1109/NRSC.2015.7117837