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signal processing from power amplifier operation control point of view

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106 MMSE AND ML DECISION FEEDBACK EQUALIZATION<br />

where the elements of R n are given in (4.75). Thus, the MMSE weight solution is<br />

given by<br />

C„w = y/Ίζ h. (5.46)<br />

As with MMSE linear equalization, the weight solution w and A(mo) are independent<br />

of which symbol is being equalized (m () ). As with MMSE linear equalization,<br />

the processing delay dj is a relative delay, relative to m^T. Thus, the elements in<br />

y will change with different mo.<br />

5.3.2 ML solution<br />

As we saw with linear equalization, the ML solution is similar to the MMSE solution,<br />

except that C y is replaced with C u , where<br />

C = C„ - E s hh". (5.47)<br />

5.3.3 Output SINR<br />

The output SINR and SNR expressions have the same form as the expressions for<br />

linear equalization. The only different is that the data and impairment covariance<br />

matrices exclude ISI removed via subtraction. That assumes the ISI was removed<br />

correctly. In practice, errors are made, so that the output SINR expressions give a<br />

bound on SINR (SINR assuming perfect ISI subtraction).<br />

5.3.4 Fractionally spaced DFE<br />

DFE is fractionally spaced when the forward filter sampling period T s is less than<br />

the symbol period T. The spacing of the feedback filter depends on whether it<br />

removes ISI before the forward filter (same spacing as forward filter) or after the<br />

forward filter (symbol-spaced). The story is basically the same as for fractionally<br />

spaced LE (see previous chapter).<br />

5.3.5 Performance results<br />

Similar to the previous chapter, we consider QPSK, root-Nyquist pulse shaping,<br />

and the two-tap, symbol-spaced channel with relative path strengths 0 and —1 dB<br />

and angles 0 and 90 degrees (TwoTS). In Fig. 5.3, BER vs. Eb/N n is shown for the<br />

matched filter, the analytical matched filter bound (REF), MISI DFE, and MMSE<br />

DFE. The LE results are for 31 taps placed symmetrically about the first path<br />

for the symbol of interest. The MISI DFE results are for 1 FF tap placed on the<br />

first signal path. In this special case, ISI can be perfectly removed (assumed ideal<br />

decision feedback), so that the MISI solution becomes the ZF solution discussed in<br />

Chapter 3. The MMSE DFE results are for 16 taps, placed on the first path of the<br />

symbol of interest and the first path of the next 15 future symbols. For both MISI<br />

(ZF) and MMSE DFE, a single feedback tap is used for the symbol prior to the<br />

symbol of interest.

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