Title :
Some fundamental properties of MMSE filter banks
Author :
Mihcak, Mehmet Kivanc ; Moulin, Pierre ; Ramchandran, Kannan ; Anitescu, Mihai
Author_Institution :
Beckman Inst. for Adv. Sci. & Technol., Illinois Univ., Urbana, IL, USA
Abstract :
We design filter banks that are best matched to the input signal statistics in M-channel subband coders, using a broad class of rate-distortion criteria. We present fundamental properties and analytical expressions for minimum mean-squared error (MMSE) filter banks, without constraints on filter length, under optimal bit allocation requirements. We also investigate a constrained-length version of this problem, which is applicable to practical coding scenarios. While the optimal filter banks are nearly perfect-reconstruction at high rates, we show that MMSE FIR filter banks enjoy a significant advantage (in the MSE sense) over optimal perfect-reconstruction FIR filter banks at all rates
Keywords :
FIR filters; channel bank filters; circuit optimisation; digital filters; encoding; least mean squares methods; network synthesis; rate distortion theory; signal reconstruction; M-channel subband coders; MMSE FIR filter banks; MMSE filter banks; analytical expressions; coding; constrained-length; filter bank design; filter length; high rates; input signal statistics; minimum mean-squared error; optimal bit allocation; optimal filter banks; perfect-reconstruction; rate-distortion criteria; Additive white noise; Bit rate; Channel bank filters; Constraint optimization; Distortion measurement; Filter bank; Finite impulse response filter; Quantization; Rate distortion theory; Rate-distortion;
Conference_Titel :
Time-Frequency and Time-Scale Analysis, 1998. Proceedings of the IEEE-SP International Symposium on
Conference_Location :
Pittsburgh, PA
Print_ISBN :
0-7803-5073-1
DOI :
10.1109/TFSA.1998.721477