Title :
A stochastic control approach to coding with feedback over degraded broadcast channels
Author :
Gorantla, Siva K. ; Coleman, Todd P.
Author_Institution :
Dept. of ECE, Univ. of Illinois, Urbana, IL, USA
Abstract :
In this paper we attempt to further demonstrate connections between information theory and control, in a networked setting. Specifically, we consider the communication problem of broadcasting to multiple receivers, when one receiver has a degraded observation of the other´s, and causal feedback about channel outputs is provided by both receivers. The encoder has to make decisions on the next channel input based on feedback. In this paper, a posterior matching style feedback based encoding scheme is proposed for the problem setting which achieves the capacity region. First, we look at tightness conditions from the converse of the degraded broadcast channel with feedback that inspires our scheme. Second, we develop a stochastic control problem whose optimal value coincides with the tightness conditions. We next show our proposed scheme is an optimal solution to this problem. Lastly, we prove this scheme achieves any rate in the capacity region by constructing a Lyapunov function that operates on posteriors and is derived from the reward function structure.
Keywords :
Lyapunov methods; broadcast channels; encoding; feedback; radio broadcasting; radio receivers; stochastic systems; telecommunication control; Lyapunov function; broadcasting; capacity region; causal feedback; channel input; channel outputs; degraded broadcast channels; degraded observation; encoding scheme; information control; information theory; multiple receivers; optimal value; posterior matching style feedback; reward function structure; stochastic control approach; stochastic control problem; tightness conditions; Decoding; Encoding; Lyapunov method; Markov processes; Mutual information; Receivers; Zinc;
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-7745-6
DOI :
10.1109/CDC.2010.5718128