DocumentCode :
2884992
Title :
On real time coding with limited lookahead
Author :
Asnani, Himanshu ; Weissman, Tsachy
Author_Institution :
Stanford Univ., Stanford, CA, USA
fYear :
2011
fDate :
28-30 Sept. 2011
Firstpage :
60
Lastpage :
67
Abstract :
A real time coding system with lookahead consists of a memoryless source, a memoryless channel, an encoder, which encodes the source symbols sequentially with knowledge of future source symbols upto a fixed finite lookahead, d, with or without feedback of the past channel output symbols and a decoder, which sequentially constructs the source symbols using the channel output. The objective is to minimize the expected per-symbol distortion. For a fixed finite lookahead d ≥ 1 we invoke the theory of controlled Markov chains to obtain an average cost optimality equation (ACOE), the solution of which, denoted by D(d), is the minimum expected per-symbol distortion. With increasing d, D(d) bridges the gap between causal encoding, d = 0, where symbol by symbol encoding-decoding is optimal and the infinite lookahead case, d = ∞, where Shannon Theoretic arguments show that separation is optimal. We extend the analysis to a system with finite state decoders. For a Bernoulli source and binary symmetric channel, under hamming loss, we compute the optimal distortion for various source and channel parameters, and thus obtain computable bounds on D(d). We also identify regions of source and channel parameters where symbol by symbol encoding-decoding is sub- optimal. Finally, we demonstrate the wide applicability of our approach by applying it in additional coding scenarios, such as the case where the sequential decoder can take cost constrained actions affecting the quality or availability of side information about the source.
Keywords :
Markov processes; channel coding; decoding; memoryless systems; sequential codes; ACOE; Bernoulli source channel; Markov chains; Shannon theoretic arguments; average cost optimality equation; binary symmetric channel; causal encoding; encoder; finite state decoders; fixed-finite lookahead; hamming loss; infinite lookahead; memoryless channel; memoryless source; optimal lookahead; per-symbol distortion minimization; real-time coding system; sequential decoder; source symbols; symbol-by-symbol encoding-decoding; Channel coding; Decoding; Equations; Frequency modulation; Markov processes; Real time systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communication, Control, and Computing (Allerton), 2011 49th Annual Allerton Conference on
Conference_Location :
Monticello, IL
Print_ISBN :
978-1-4577-1817-5
Type :
conf
DOI :
10.1109/Allerton.2011.6120150
Filename :
6120150
Link To Document :
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