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1.5.5 Estimation of Power and Cross Spectra
ОглавлениеAs shown in section 1.5.4 and Equation (1.164) the expected value of the Fourier transform of an ensemble of signals of infinite duration is given by:
It is helpful to convert this into an expression for a finite number of signals of finite duration. Usually, there is one signal of time length T available that is separated into M partitions of length Tw. So the estimate would be:
(1.167)
In Bendat and Piersol (1980) it is shown that the relative error is given by:
(1.168)
So for a given time length T the more we average, the more precise is the spectral estimate, but we sacrifice spectral resolution against statistical precision.
Figure 1.23 Sketch of a single-input–single-output system. Source: Alexander Peiffer.