An outer bound for 2-receiver discrete memoryless broadcast channels

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  • Title: An outer bound for 2-receiver discrete memoryless broadcast channels
  • ArXiv ID: 0807.3593
  • Date: 2008-07-24
  • Authors: ** Chandra Nair (Department of Information Engineering, The Chinese University of Hong Kong) **

📝 Abstract

An outer bound to the two-receiver discrete memoryless broadcast channel is presented. We compare it to the known outer bounds and show that the outer bound presented is at least as tight as the existing bounds.

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arXiv:0807.3593v1 [cs.IT] 23 Jul 2008 1 An outer bound for 2-receiver discrete memoryless broadcast channels Chandra Nair Department of Information Engineering The Chinese University of Hong Kong Abstract— An outer bound to the discrete memoryless broad- cast channel is presented. We compare it to the known outer bounds and show that the outer bound presented is at least as tight as the existing bounds. I. INTRODUCTION There has been a series of outer bounds presented to the capacity region of the broadcast channel [2], [3], [4]. All the bounds follow from the use of Fano’s inequality and the Csiszar sum lemma[1]. In this note, we present another outer bound along these lines that is at least as tight as the known bounds. II. TWO RECEIVER BROADCAST CHANNEL WITH PRIVATE MESSAGES ONLY The following lemma presents an outer bound for the capac- ity region of the two receiver discrete memoryless broadcast channels. Lemma 1: Consider the set of all random variables U, V, W1, W2 such that (U, V, W1, W2) →X →(Y1, Y2) for a Markov chain. Further assume that U and V are independent; and the distribution (U, V, W1, W2, X, Y1, Y2) satisfies the following equalities: I(U; Y1|W1) = I(U; Y1|V, W1) I(V ; Y2|W2) = I(V ; Y2|U, W2) I(U; V |W1, W2, Y1) = I(U; V |W1, W2, Y2) I(W2; Y1|W1) = I(W1; Y2|W2) I(W2; Y1|U, W1) = I(W1; Y2|U, W2) (1) I(W2; Y1|V, W1) = I(W1; Y2|V, W2) I(W2; Y1|U, V, W1) = I(W1; Y2|U, V, W2). Then the set of rate pairs R1, R2 satisfying R1 ≤I(U; Y1|W1) R2 ≤I(V ; Y2|W2) constitutes an outer bound to the capacity region of the discrete memoryless broadcast channel. Proof: The inequalities follows immediately from Fano’s inequality and the following identifications: ˆW1i = Y i−1 1 ˆW2i = Y n 2 i+1 U = M1 V = M2. We then set W1 = ( ˆ W1, Q), W2 = ( ˆ W2, Q), where Q is an independent random variable chosen uniformly at random from the interval {1, ..., n}. The last four equalities are a direct application of the Csiszar sum lemma [1] and the proof is omitted. The first two equalities follow from Fano’s inequality and the independence of M1 and M2; and the proof is again omitted. The third equality follows as follows: I(U; V |W1, W2, Y1) −I(U; V |W1, W2, Y2) = lim n→∞ 1 n n X i=1 I(M1; M2|Y i 1 , Y n 2 i+1) −I(M1; M2|Y i−1 1 , Y n 2 i) = lim n→∞ 1 n (I(M1; M2|Y n 1 ) −I(M1; M2|Y n 2 )) = 0 The last step follows from Fano’s inequality. Remark 1: We note the following divergence from the normal presentation of the outer bounds: the absence of a sum rate constraint, as well as the presence of a number of equalities. We will compare this bound to the following existing bound1 for the same setting. Bound 1: The union of rate pairs (R1, R2) that satisfy the following inequalities R1 ≤I(U, W; Y1) R2 ≤I(V, W; Y2) R1 + R2 ≤min{I(W; Y1), I(W; Y2)} + I(U; Y1|W) + I(V ; Y2|U, W) R1 + R2 ≤min{I(W; Y1), I(W; Y2)} + I(U; Y1|V, W) + I(V ; Y2|W). 1The equivalence of the bounds can be observed from the fact that for the identifications in [2] I(U; V |W, Y1) = I(U; V |W, Y2), and this implies the bound presented in [3]. 2 over all p(u)p(v)p(w|u, v)p(x|u, v, w)p(y1, y2|x) forms an outer bound to the capacity region. Claim 1: The region specified by the lemma 1 is at least as tight as the region specified by Bound 1. Proof: We need to show that any (R1, R2) satisfying the constraints of Lemma 1 is contained in the region described by Bound 1. To show the inclusion, we set W = (W1, W2). Observe that I(V ; Y2|U, W1, W2) = I(V ; Y2|W1, W2) −I(U; V |W1, W2) + I(V ; U|W1, W2, Y2) Using the equality I(V ; U|W1, W2, Y2) = I(V ; U|W1, W2, Y1) it is easy to see that I(U; Y1|W1, W2) + I(V ; Y2|U, W1, W2) = I(U; Y1|V, W1, W2) + I(V ; Y2|W1, W2). (2) Therefore the two sum rate constraints in Lemma 1 are identical. Hence it suffices to prove that I(U; Y1|W1) + I(V ; Y2|W2) ≤I(W1, W2; Y1) + I(U; Y1|W1, W2) + I(V ; Y2|U, W1, W2). (The other one obtained by replacing I(W1, W2; Y1) with I(W1, W2; Y2) follows similarly. To get the symmetric expres- sion, just use (2).) Observe that I(U, W1, W2; Y1) + I(V ; Y2|U, W1, W2) = I(W1; Y1) + I(U; Y1|W1) + I(W2; Y1|U, W1) + I(V ; Y2|U, W1, W2) = I(W1; Y1) + I(U; Y1|W1) + I(W1; Y2|U, W2) + I(V ; Y2|U, W1, W2) = I(W1; Y1) + I(U; Y1|W1) + I(V, W1; Y2|U, W2) = I(W1; Y1) + I(U; Y1|W1) + I(W1; Y2|U, V, W2) + I(V ; Y2|U, W2) (a) = I(W1; Y1) + I(U; Y1|W1) + I(W1; Y2|U, V, W2) + I(V ; Y2|W2) ≥I(U; Y1|W1) + I(V ; Y2|W2), where (a) follows from the following: I(V ; Y2|U, W2) = I(V ; Y2|W2). III. TWO RECEIVER BROADCAST CHANNEL WITH COMMON MESSAGE AS WELL AS PRIVATE MESSAGES The following outer bound was presented in [4] for the capacity region of the broadcast channel for two receivers with a common message as well as private messages. Bound 2: [4] The capacity region is a subset of the New- Jersey region, which can be obtained by taking the union of rate triples (R0, R1, R2) satisfying R0 ≤min I(T ; Y1|W1), I(T ; Y2|W2) R1 ≤I(U; Y1|W1) R2 ≤I(V ; Y2|W) R0 + R1 ≤I(T, U; Y1|W1) R0 + R1 ≤I(U; Y1|T, W1, W2) + I(T, W1; Y2|W2) R0 +

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