Title :
The Gilbert-Elliott channel: equivalent models and bounds on the capacity
Author_Institution :
Philips Kommunikations Ind. AG, Nurnberg, Germany
fDate :
27 Jun-1 Jul 1994
Abstract :
Different models are in use for describing the statistical structure of the error process in digital transmission systems. The models proposed by Gilbert/Elliott and McCullough are described as special cases of a more general hidden Markov model. For this structure a necessary and sufficient criterion for the equivalence of two models is given. It is proved that, under certain conditions, Gilbert-Elliott and McCullough models are equivalent. Because no explicit expression for the capacity of these channels is known, bounds are used for approximation. These bounds are in general not identical for equivalent models, and this fact can be utilized for optimization. It is derived that, under certain conditions, one specific model structure is optimal for the bounds on the channel capacity
Keywords :
approximation theory; channel capacity; digital communication; error statistics; hidden Markov models; optimisation; Gilbert-Elliott channel; McCullough model; approximation; channel capacity; digital transmission systems; equivalent models; error process; hidden Markov model; necessary condition; optimization; statistical structure; sufficient condition; Artificial intelligence; Channel capacity; Eigenvalues and eigenfunctions; Entropy; Hidden Markov models; Stochastic processes;
Conference_Titel :
Information Theory, 1994. Proceedings., 1994 IEEE International Symposium on
Conference_Location :
Trondheim
Print_ISBN :
0-7803-2015-8
DOI :
10.1109/ISIT.1994.394697