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signal processing from power amplifier operation control point of view

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138 MAXIMUM LIKELIHOOD SEQUENCE DETECTION<br />

effective SINR (dB)<br />

Figure 6.15 Cumulative distribution function of effective SINR for QPSK, root-raisedcosine<br />

pulse shaping (0.22 rolloff). fading, two-tap, symbol-spaced channel, with relative<br />

path strengths 0 and —1 dB, at fi dB average received Ει,/Νοpoints<br />

easier to see). The line y = x is drawn to make it easier to see when one<br />

equalizer is performing better than another.<br />

When signal power is heavily faded (left portion of plot), we see that often MMSE<br />

DFE performs worse than MMSE LE, due to decision error propagation. Moving<br />

to the right of the plot, signal power increases and MMSE DFE does better, as<br />

expected. At very high SINR, we see a "grid" of performance values. This is due to<br />

the granularity issue discussed earlier. Some of the grid points occur below the line<br />

of equal performance, indicating MMSE LE is performing better. However, recall<br />

that we have few error events in this situation. Thus, the occurrence of these points<br />

is probably due to not simulating enough symbols so as to accurately measure the<br />

average symbol error rate. Keep in mind that for a particular fading realization and<br />

particular symbol, different receivers can be better or worse than others, depending<br />

on the ISI and noise realizations.<br />

For completeness, a scatter plot for the power control case is given in Fig. 6.18.<br />

Observe that the power reduces the variability in SINR, avoiding low SINR values<br />

due to fading signal power.<br />

6.4 MORE MATH<br />

When symbols are sent in parallel, we end up with a vector form of the Viterbi<br />

algorithm in which s(m) becomes a vector of symbols s(m). With multiple receive

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