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Resource Allocation in OFDM Based Wireless Relay Networks ...

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5.4 Lifetime Maximization Scheme<br />

5.4 Lifetime Maximization Scheme<br />

Introduc<strong>in</strong>g an auxiliary variable t, we first reformulate the problem as<br />

max<br />

p n,k ,q n,k ,t<br />

t (5.6)<br />

s.t. t ≤ EDF n<br />

∑ K<br />

k=1 p , t ≤ EAF n<br />

∑ K<br />

n,k<br />

k=1 q , ∀n<br />

n,k<br />

K∑<br />

K∑<br />

r n,k ≥ R, p n,k ≤ P n ,<br />

k=1<br />

K∑<br />

q n,k ≤ Q n ,<br />

k=1<br />

k=1<br />

∀n<br />

p n,k ≥ 0, q n,k ≥ 0, ∀n, k.<br />

∀n<br />

Chang<strong>in</strong>g the variable t = 1 , we can reformulate the above problem <strong>in</strong>to an<br />

z<br />

equivalent standard convex optimization problem:<br />

m<strong>in</strong><br />

p n,k ,q n,k ,z<br />

s.t.<br />

z (5.7)<br />

K∑<br />

k=1<br />

K∑<br />

k=1<br />

R −<br />

p n,k − zE DF<br />

n ≤ 0, , ∀ n<br />

q n,k − zE AF<br />

n ≤ 0, ∀ n<br />

K∑<br />

r n,k ≤ 0,<br />

k=1<br />

K∑<br />

q n,k − Q n ≤ 0,<br />

k=1<br />

K∑<br />

p n,k − P n ≤ 0,<br />

k=1<br />

∀n<br />

z ≥ 0, p n,k ≥ 0, q n,k ≥ 0 ∀ n, k,<br />

∀n<br />

where the first two constra<strong>in</strong>ts are l<strong>in</strong>ear <strong>in</strong> z.<br />

In problem (5.7), we can always choose a large enough value of z such that<br />

the energy constra<strong>in</strong>ts are satisfied with strict <strong>in</strong>equality. In addition, we assume<br />

that there always exists a feasible solution such that the rate and the maximum<br />

power constra<strong>in</strong>ts are satisfied with strict <strong>in</strong>equality (However, at optimality the<br />

rate constra<strong>in</strong>t R − ∑ K<br />

k=1 r n,k ≤ 0, ∀n holds with equality). Thus the Slater’s<br />

88

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