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njit-etd2003-081 - New Jersey Institute of Technology

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RR<br />

similar manner to give:<br />

When computing the coherence using equation (3.85a), the important step is to<br />

compute the coherence by means <strong>of</strong> averaged estimates based on segments <strong>of</strong> the<br />

original signals. In other words, the signals x(t) and y(t) are broken up into N segments<br />

<strong>of</strong> equal length and the power spectra ( Pxx(ω) and PH (ω)) and cross spectrum ( Pxy(ω))<br />

are estimated on the basis <strong>of</strong> averages taken from the individual spectra <strong>of</strong> the segments.<br />

To increase the number <strong>of</strong> individual spectra, which increases the accuracy, the<br />

segments may overlap. In addition, care must be taken to assure that the segments are<br />

long enough to obtain an accurate spectrum. Therefore, there is a compromise required<br />

in the choice <strong>of</strong> the segment length. It must be long enough to obtain accurate frequency<br />

resolution, but short enough to allow a sufficient number <strong>of</strong> segments in the average. In<br />

addition, each segment must be extracted using a time-domain window to control the<br />

sidelobes in the frequency domain. To make things more complicated, if too many

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