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Resource Allocation in OFDM Based Wireless Relay Networks ...

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4.3 Cooperative Non-Orthogonal Transmission<br />

The optimization can be stated as<br />

max<br />

π,p,w<br />

C , s.t. (4.5), (4.6), (4.4), (4.7)<br />

with π = {π (k,j) }, p = {p k }, w = {w n,j }, and p k ≥ 0, w n,j ≥ 0, for all n =<br />

{1, ..., N}, k = {1, ..., K}, j = {1, ..., K}.<br />

4.3.1 Jo<strong>in</strong>t Optimization Algorithm<br />

F<strong>in</strong>d<strong>in</strong>g the power variables p k and the beamform<strong>in</strong>g weights w n,j together seems<br />

difficult.<br />

Fortunately, the structure of the problem permits to first compute the<br />

optimal beamform<strong>in</strong>g coefficients for a given source power p k . Denote ρ j as the<br />

total power allocated to sub-carrier j such that ∑ K<br />

j=1 ρ j ≤ P R . Then (4.7) can be<br />

re-stated as<br />

max<br />

π,p,w C (4.8)<br />

s.t.<br />

K∑ K∑ ∑ N K∑<br />

|w n,j | 2 (p k |h n,k | 2 + σr) 2 ≤ ρ j ,<br />

k=1 j=1<br />

π (k,j)<br />

n=1<br />

K∑<br />

ρ j ≤ P R , (4.6), (4.4).<br />

j=1<br />

Thus, for any sub-carrier pair (k, j) with known p k<br />

problem can be stated as<br />

max<br />

w<br />

s.t.<br />

j=1<br />

the optimum beamform<strong>in</strong>g<br />

log 2 (1 + SNR (k,j) ) (4.9)<br />

N∑<br />

|w n,j | 2 (p k |h n,k | 2 + σr) 2 ≤ ρ j . (4.10)<br />

n=1<br />

S<strong>in</strong>ce the logarithm is a monotonically <strong>in</strong>creas<strong>in</strong>g function, maximization of the<br />

objective <strong>in</strong> (4.9) is equivalent to the maximization of (4.2). Def<strong>in</strong><strong>in</strong>g<br />

√<br />

γn,k γ n,j<br />

ψ = , ξ = 1 + γ n,k + γ n,j<br />

. (4.11)<br />

1 + γ n,j 1 + γ n,k<br />

with<br />

γ n,k = |h n,k| 2 p k<br />

σ 2 r<br />

, andγ n,j = |g n,j| 2 ρ j<br />

,<br />

σd<br />

2<br />

66

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