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Resource Allocation in OFDM Based Wireless Relay Networks ...

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4.3 Cooperative Non-Orthogonal Transmission<br />

the problem <strong>in</strong> (4.9) can be written as<br />

max<br />

w<br />

s.t.<br />

| ∑ N<br />

n=1 w n,jψ| 2<br />

∑ N<br />

n=1 |w (4.12)<br />

n,j| 2 ξ<br />

N∑<br />

|w n,j | 2 (p k |h n,k | 2 + σr) 2 ≤ ρ j . (4.13)<br />

n=1<br />

The problem becomes similar to the optimization <strong>in</strong> [58] and with some<br />

mathematical calculations, the the optimal value of w n,j cab be computed as<br />

ŵ n,j =<br />

(<br />

σ 2 r|g n,j | 2 + η n,k<br />

ρ j<br />

√<br />

ρj h ∗ n,k g∗ n,j<br />

) ⎛ ⎝<br />

√ ∑ N<br />

n=1<br />

⎞<br />

|h n,k | 2 |g n,j | 2 η n,k<br />

σ<br />

d<br />

2 (<br />

) 2<br />

⎠<br />

σr|g 2 n,j | 2 + η n,k<br />

ρ j<br />

, (4.14)<br />

where η n,k σd 2(p k|h n,k | 2 + σr) 2 and (.) ∗ denotes the complex conjugate.<br />

Substitut<strong>in</strong>g w n,j = ŵ n,j <strong>in</strong> (4.2) yields<br />

N∑ p k |h n,k | 2 ρ j |g n,j | 2<br />

SNR k,j =<br />

p k |h n,k | 2 σd 2 + ρ . (4.15)<br />

j|g n,j | 2 σr 2 + σrσ 2 d<br />

2<br />

n=1<br />

Thus, the problem (4.7) becomes<br />

max<br />

π,p,ρ<br />

1<br />

2<br />

K∑<br />

k=1 j=1<br />

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

K∑ ( )<br />

π (k,j) log 2 1 + SNRk,j<br />

K∑<br />

ρ j ≤ P R ,<br />

j=1<br />

(4.16)<br />

where ρ = {ρ j }, ∀j.<br />

The Lagrangian of (4.16) under power constra<strong>in</strong>ts can be written as<br />

L (p, ρ, π, µ, λ)<br />

K∑ K∑ π (k,j)<br />

=<br />

2<br />

k=1 j=1<br />

(<br />

) (<br />

log 2 1 + SNR (k,j) + µ P S −<br />

K∑<br />

k=1<br />

) (<br />

p k + λ P R −<br />

K∑<br />

ρ j<br />

),<br />

where µ and λ are the Lagrange multipliers associated with the correspond<strong>in</strong>g power<br />

constra<strong>in</strong>ts. The dual function of (4.16) can be expressed as [13]<br />

j=1<br />

D (µ, λ) = max<br />

π,p,ρ<br />

L (p, ρ, π, µ, λ) , s.t. (4.4). (4.17)<br />

67

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