Title :
LQG control approach to Gaussian broadcast channels with feedback
Author :
Ardestanizadeh, Ehsan ; Minero, Paolo ; Franceschetti, Massimo
fDate :
July 31 2011-Aug. 5 2011
Abstract :
A code for communication over the k-receiver additive white Gaussian noise broadcast channel with feedback is presented and analyzed using tools from the theory of linear quadratic Gaussian optimal control. It is shown that the performance of this code depends on the noise correlation at the receivers and it is related to the solution of a discrete algebraic Riccati equation. For the case of independent noises, the sum rate achieved by the proposed code, satisfying average power constraint P, is characterized as 1/2 log(1 + Pφ), where the coefficient φ ∈ [1, k] quantifies the power gain due to the presence of feedback. When specialized to the case of two receivers, this includes a previous result by Elia and strictly improves upon the code of Ozarow and Leung. When the noises are correlated, the pre-log of the sum-capacity of the broadcast channel with feedback can be strictly greater than one. It is established that for all noise covariance matrices of rank r the pre-log of the sum capacity is at most k - r + 1 and, conversely, there exists a noise covariance matrix of rank r for which the proposed code achieves this upper bound. This generalizes a previous result by Gastpar and Wigger for the two-receiver broadcast channel.
Keywords :
AWGN channels; Riccati equations; broadcast channels; channel coding; feedback; linear quadratic Gaussian control; matrix algebra; telecommunication control; LQG control approach; broadcast channel sum-capacity; channel coding; discrete algebraic Riccati equation; k-receiver additive white Gaussian noise broadcast channel; linear quadratic Gaussian optimal control; noise correlation; noise covariance matrix; AWGN; Correlation; Covariance matrix; Eigenvalues and eigenfunctions; Receivers; Transmitters;
Conference_Titel :
Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on
Conference_Location :
St. Petersburg
Print_ISBN :
978-1-4577-0596-0
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2011.6033880