Title :
An approximation of the Gilbert-Elliott channel via a queue-based channel model
Author :
Zhong, Libo ; Alajaji, Fady ; Takahara, Glen
Author_Institution :
Dept. of Math. & Stat., Queen´´s Univ., Kingston, Ont., Canada
fDate :
27 June-2 July 2004
Abstract :
We investigate the modeling of the well-known burst-noise Gilbert-Elliott channel (GEC) using a recently introduced queue-based channel (QBC) model. The QBC parameters are estimated by minimizing the Kullback-Leibler divergence rate between the probability of error sequences generated by the QBC and the GEC, while maintaining identical bit error rates and correlation coefficients. The accuracy of fitting the GEC via the QBC is evaluated in terms of channel capacity and autocorrelation function. Numerical results show that the QBC provides a very good approximation of the GEC for various channel conditions. It thus offers an interesting alternative to the GEC while remaining mathematically tractable.
Keywords :
channel capacity; correlation theory; encoding; error statistics; parameter estimation; queueing theory; sequences; Gilbert-Elliott channel; Kullback-Leibler divergence rate; autocorrelation function; bit error rate; channel capacity; channel condition; correlation coefficient; error probability; error sequence; parameter estimation; queue-based channel model; Additive noise; Autocorrelation; Bit error rate; Channel capacity; Electronic mail; Hidden Markov models; Mathematical model; Mathematics; Noise generators; Statistics;
Conference_Titel :
Information Theory, 2004. ISIT 2004. Proceedings. International Symposium on
Print_ISBN :
0-7803-8280-3
DOI :
10.1109/ISIT.2004.1365100