12Filter Banks

The signal decomposition and reconstruction techniques presented in the previous chapter can be generalized to any number of sub-bands, using banks of more than two filters. In that case, in principle, decimation can be performed at the output of the analysis filters, but, in general, it is preferable to decimate at system input in order to benefit from the combination of a polyphase network and DFT, thus minimizing the computational complexity.

12.1 Decomposition and Reconstruction

In the realization of filter banks using polyphase networks and DFT, as explained in Section 10.7, the operations involved are reversible and this leads to the arrangement shown in Figure 12.1 for the decomposition and reconstruction of a signal [1, 2].

The difficulty, in practice, consists of applying the operations associated with the functions upper H Subscript i Superscript negative 1 Baseline left-parenthesis upper Z Superscript upper N Baseline right-parenthesis.

The filter H(Z) which serves as a basis for the process, sometimes called the prototype filter, has a polyphase decomposition whose elements satisfy relation (10.8):

(12.1)z Superscript negative i Baseline upper H Subscript i Baseline left-parenthesis upper Z Superscript upper N Baseline right-parenthesis equals StartFraction 1 Over upper N EndFraction sigma-summation Underscript m equals 0 Overscript upper N minus 1 Endscripts e Superscript minus j left-parenthesis 2 pi slash upper N right-parenthesis italic im Baseline upper H left-parenthesis upper Z normal e Superscript minus j left-parenthesis 2 pi slash upper N right-parenthesis m Baseline right-parenthesis semicolon 0 less-than-or-equal-to i less-than-or-equal-to negative 1

If the prototype filter H(Z) has a cutoff frequency of less than fs/2N and infinite attenuation for frequencies greater than or equal to fs/2N – that is, if aliasing of the spectrum due to sampling at the rate 1/NT is negligible – one can write:

(12.2)

Under these ...

Get Digital Signal Processing, 10th Edition now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.