Title :
Time-varying filters and filter banks: some basic principles
Author :
Phoong, See-May ; Vaidyanathan, P.P.
Author_Institution :
Dept. of Electr. Eng., California Inst. of Technol., Pasadena, CA, USA
fDate :
12/1/1996 12:00:00 AM
Abstract :
We study the fundamentals of time-varying filter banks (TVFB). Using a polyphase approach to TVFBs, we are able to show some unusual properties that are not exhibited by the conventional LTI filter banks. For example, we can show that for a perfect reconstruction (PR) TVFB, the losslessness of analysis bank does not always imply that of the synthesis bank, and replacing the delay z-1 in an implementation of a lossless linear time-variant (LTV) system with z-L for integer L in general will result in a nonlossless system. Moreover, we show that interchanging the analysis and synthesis filters of a PR TVFB will usually destroy the PR property, and a PR TVFB in general will not generate a discrete-time basis for l2. Furthermore, we show that we can characterize all TVFBs by characterizing multi-input multi-output (MIMO) LTV systems. A useful subclass of LTV systems, namely the lossless systems, is discussed in detail. All lossless LTV systems are invertible. Moreover, the inverse is a finite impulse response (FIR) if the original lossless system is an FIR. Explicit construction of the inverses is given. However, unlike in the LTI case, we show that the inverse system is not necessarily unique or invertible. In fact, the inverse of a lossless LTV system is not necessarily lossless. Depending on the invertibility of their inverses, the lossless systems are divided into two groups: (i) invertible inverse lossless (IIL) systems and (ii) noninvertible inverse lossless (NIL) systems. We show that an NIL PR TVFB will only generate a discrete-time tight frame with unity frame bound. However if the PR FB is IIL, we have an orthonormal basis for l2
Keywords :
FIR filters; MIMO systems; filtering theory; frequency-domain analysis; inverse problems; linear systems; signal reconstruction; signal synthesis; time-domain analysis; time-varying filters; MIMO LTV systems; analysis filter bank; discrete-time basis; discrete-time tight frame; finite impulse response; frequency-domain characterization; inverse system; invertible inverse lossless systems; lossless LTV system; lossless linear time-variant system; multiinput multioutput systems; noninvertible inverse lossless systems; nonlossless system; orthonormal basis; perfect reconstruction filter banks; polyphase approach; synthesis filter bank; time-domain characterization; time-varying filter banks; time-varying filters; unity frame bound; Channel bank filters; Character generation; Delay; Filter bank; Finite impulse response filter; IIR filters; Image coding; MIMO; Nonlinear filters; Stability;
Journal_Title :
Signal Processing, IEEE Transactions on