LQG Control Approach to Gaussian Broadcast Channels With Feedback

A code for communication over the k-receiver complex additive white Gaussian noise broadcast channel (BC) 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. This includes a previous result by Elia and strictly improves upon the codes by Ozarow and Leung and by Kramer. When the noises are correlated, the prelog of the sum capacity of the BC with feedback can be strictly greater than 1. It is established that for all noise covariance matrices of rank r the prelog 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 et al. for the two-receiver BC.

[1]  Harry H. Tan,et al.  Capacity region of degraded broadcast channels with feedback , 1977, Inf. Sci..

[2]  Thomas M. Cover,et al.  Comments on Broadcast Channels , 1998, IEEE Trans. Inf. Theory.

[3]  Michael Gastpar,et al.  The pre-log of Gaussian broadcast with feedback can be two , 2008, 2008 Information Theory and Applications Workshop.

[4]  Massimo Franceschetti,et al.  LQG control approach to Gaussian broadcast channels with feedback , 2010 .

[5]  Thomas Kailath,et al.  A coding scheme for additive noise channels with feedback-I: No bandwidth constraint , 1966, IEEE Trans. Inf. Theory.

[6]  Nicola Elia,et al.  When bode meets shannon: control-oriented feedback communication schemes , 2004, IEEE Transactions on Automatic Control.

[7]  T. Kailath,et al.  A coding scheme for additive noise channels with feedback, Part I: No bandwith constraint , 1998 .

[8]  Young-Han Kim,et al.  Feedback Capacity of Stationary Gaussian Channels , 2006, 2006 IEEE International Symposium on Information Theory.

[9]  Guanrong Chen,et al.  Linear Stochastic Control Systems , 1995 .

[10]  Wei Wu,et al.  Gaussian interference networks with feedback: Duality, sum capacity and dynamic team problems , 2005 .

[11]  Massimo Franceschetti,et al.  Control-theoretic Approach to Communication with Feedback: Fundamental Limits and Code Design , 2010, ArXiv.

[12]  J. Pieter M. Schalkwijk,et al.  A coding scheme for additive noise channels with feedback-II: Band-limited signals , 1966, IEEE Trans. Inf. Theory.

[13]  Sibi Raj Bhaskaran,et al.  Gaussian Broadcast Channel With Feedback , 2008, IEEE Transactions on Information Theory.

[14]  Gerhard Kramer,et al.  Feedback strategies for white Gaussian interference networks , 2002, IEEE Trans. Inf. Theory.

[15]  David Tse,et al.  Fundamentals of Wireless Communication , 2005 .

[16]  N. Elia Control-oriented feedback communication schemes , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[17]  Meir Feder,et al.  Optimal Feedback Communication Via Posterior Matching , 2009, IEEE Transactions on Information Theory.

[18]  Gunter Dueck,et al.  Partial Feedback for Two-Way and Broadcast Channels , 1980, Inf. Control..

[19]  Lawrence H. Ozarow,et al.  An achievable region and outer bound for the Gaussian broadcast channel with feedback , 1984, IEEE Trans. Inf. Theory.

[20]  Michael Gastpar,et al.  When Feedback Doubles the Prelog in AWGN Networks , 2010, ArXiv.

[21]  Abbas El Gamal,et al.  The capacity of the physically degraded Gaussian broadcast channel with feedback , 1981, IEEE Trans. Inf. Theory.

[22]  A. Anastasopoulos A sequential transmission scheme for the multiple access channel with noiseless feedback , 2009, 2009 47th Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[23]  Abbas El Gamal,et al.  The feedback capacity of degraded broadcast channels (Corresp.) , 1978, IEEE Trans. Inf. Theory.

[24]  Thomas M. Cover,et al.  Network Information Theory , 2001 .

[25]  Tara Javidi,et al.  Linear sum capacity for Gaussian multiple access channel with feedback , 2010, 2010 IEEE International Symposium on Information Theory.

[26]  Abbas El Gamal,et al.  Lecture Notes on Network Information Theory , 2010, ArXiv.

[27]  Dimitri P. Bertsekas,et al.  Dynamic Programming and Optimal Control, Two Volume Set , 1995 .

[28]  Joy A. Thomas,et al.  Feedback can at most double Gaussian multiple access channel capacity , 1987, IEEE Trans. Inf. Theory.