Noise prediction for channels with side information at the transmitter

Authors
Citation
U. Erez et R. Zamir, Noise prediction for channels with side information at the transmitter, IEEE INFO T, 46(4), 2000, pp. 1610-1617
Citations number
16
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON INFORMATION THEORY
ISSN journal
00189448 → ACNP
Volume
46
Issue
4
Year of publication
2000
Pages
1610 - 1617
Database
ISI
SICI code
0018-9448(200007)46:4<1610:NPFCWS>2.0.ZU;2-C
Abstract
The computation of channel capacity with side information at the transmitte r side (but not at the receiver side) requires, in general, extension of th e input alphabet to a space of "strategies," and is often hard. We consider the special case of a discrete memoryless module-additive noise channel Y = X + Z(S), where the encoder observes causally the random state S is an el ement of S that governs the distribution of the noise Z(S). We show that th e capacity of this channel is given by C = log \X\ - min(t:S-->X) H(Z(S) - t(S)) This capacity is realized by a state-independent code, follovved bg a shift by the "noise prediction" t(min)(S) that minimizes the entropy of Z(S) - t (S). If the set of conditional noise distributions {p(z \ s), s is an eleme nt of S} is such that the optimum predictor t(min)(.) is independent of the state weights, then C is also the capacity for a noncausal encoder, that o bserves the entire state sequence in advance. Furthermore, for this case we also derive a simple formula for the capacity when the state process has m emory.