Dispersion of the Gilbert-Elliott Channel

被引:67
作者
Polyanskiy, Yury [1 ]
Poor, H. Vincent [1 ]
Verdu, Sergio [1 ]
机构
[1] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
Channel capacity; coding for noisy channels; finite blocklength regime; Gilbert-Elliott channel; hidden Markov models; non-ergodic channels; Shannon theory; CAPACITY;
D O I
10.1109/TIT.2011.2111070
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Channel dispersion plays a fundamental role in assessing the backoff from capacity due to finite blocklength. This paper analyzes the channel dispersion for a simple channel with memory: the Gilbert-Elliott communication model in which the crossover probability of a binary symmetric channel evolves as a binary symmetric Markov chain, with and without side information at the receiver about the channel state. With side information, dispersion is equal to the average of the dispersions of the individual binary symmetric channels plus a term that depends on the Markov chain dynamics, which do not affect the channel capacity. Without side information, dispersion is equal to the spectral density at zero of a certain stationary process, whose mean is the capacity. In addition, the finite blocklength behavior is analyzed in the non-ergodic case, in which the chain remains in the initial state forever.
引用
收藏
页码:1829 / 1848
页数:20
相关论文
共 16 条
[1]  
[Anonymous], 1981, Information Theory: Coding Theorems for Discrete Memoryless Systems
[2]   Fading channels: Information-theoretic and communications aspects [J].
Biglieri, E ;
Proakis, J ;
Shamai, S .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (06) :2619-2692
[3]  
BIRKHOFF G, 1957, T AM MATH SOC, V85, P219
[4]   ESTIMATES OF ERROR RATES FOR CODES ON BURST-NOISE CHANNELS [J].
ELLIOTT, EO .
BELL SYSTEM TECHNICAL JOURNAL, 1963, 42 (05) :1977-+
[5]  
Feller W., 1991, An Introduction to Probability Theory and Its Applications
[6]   A SIMPLE DERIVATION OF THE CODING THEOREM AND SOME APPLICATIONS [J].
GALLAGER, RG .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1965, 11 (01) :3-18
[7]   CAPACITY OF A BURST-NOISE CHANNEL [J].
GILBERT, EN .
BELL SYSTEM TECHNICAL JOURNAL, 1960, 39 (05) :1253-1265
[8]   Capacity of finite state channels based on Lyapunov exponents of random matrices [J].
Holliday, Tim ;
Goldsmith, Andrea ;
Glynn, Peter .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (08) :3509-3532
[9]  
IBRAGIMOV IA, 1962, THEOR PROBABIL ITS A, V7
[10]   ε-capacity of binary symmetric averaged channels [J].
Kieffer, John C. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2007, 53 (01) :288-303