Title :
Contraction, smoothness, and low-pass filtering
Author :
Khojastepour, Mohammad Ali ; Aazhang, Behnaam ; Baraniuk, Richard G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
Abstract :
We introduce a generalized definition for "low-pass" filters that covers time-varying and nonlinear systems under the same umbrella. We show that the qualitative concept of signal smoothing can be made precise through the concept of contractions in probabilistic metric spaces. For illustration, we consider classical linear time-invariant low-pass filters, nonlinear median filters, and time-varying guaranteed maximum delay schedulers employed in communication systems.
Keywords :
FIR filters; low-pass filters; median filters; smoothing methods; time-varying filters; FIR filter; communication systems; linear time-invariant low-pass filters; low-pass filtering; low-pass filters; nonlinear median filters; nonlinear systems; probabilistic metric space contraction; signal smoothing; smoothness; time-varying filters; time-varying guaranteed maximum delay schedulers; Delay; Extraterrestrial measurements; Filtering; Low pass filters; Nonlinear filters; Nonlinear systems; Scheduling; Signal processing; Statistics; Time varying systems;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326403