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Resource Allocation in OFDM Based Wireless Relay Networks ...

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2.5 Simulation Results<br />

2.4.2 Suboptimal Algorithm<br />

To reduce the computational complexity, we extend the suboptimal algorithm <strong>in</strong><br />

Section 2.3.3 to the multi-relay case. The idea is to allocate sub-carriers among RSs<br />

over the second hop <strong>in</strong> a similar fashion as for the MUs over the first hop.<br />

We only illustrate the difference from the Section 2.3.3 here:<br />

1) Select K best sub-carriers at hop-1, such that each sub-carrier is allocated to<br />

a unique MU that has the best channel ga<strong>in</strong> for this particular sub-carrier.<br />

2) Select K best sub-carriers at hop-2, where each sub-carrier is allocated to a<br />

unique RS that has the best channel ga<strong>in</strong> for this sub-carrier.<br />

3) Sort the K selected sub-carriers from step 1 and the K selected sub-carriers<br />

from step 2, respectively. Then pair them accord<strong>in</strong>g to their magnitude.<br />

4) For the sub-carrier allocation and pair<strong>in</strong>g found <strong>in</strong> previous three step, f<strong>in</strong>d<br />

the power allocation follow<strong>in</strong>g the same way <strong>in</strong> (2.46) and (2.47).<br />

The algorithm requires a total complexity of O(K(I ′′′ + M + N + 2)), where I ′′′<br />

denote the number of iterations required for sub gradient updates.<br />

2.5 Simulation Results<br />

In this section, we provide numerical examples to evaluate the performance of our<br />

proposed algorithms. The frequency doma<strong>in</strong> channels are generated us<strong>in</strong>g i.i.d<br />

Rayleigh distributed time doma<strong>in</strong> taps. A flat fad<strong>in</strong>g channel condition is assumed<br />

for each sub-carrier. We choose K = 32 and assign the same total power to all<br />

MUs and RSs. The figure of the merit is taken as the per tone rate, i.e., sum<br />

rate divided by K and is obta<strong>in</strong>ed from the average of 10000 different channel<br />

realizations.. Moreover, the rates are obta<strong>in</strong>ed from the actual rate expression (2.7)<br />

while the solutions are computed from the high SNR approximation. The follow<strong>in</strong>g<br />

algorithms are compared<br />

35

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