DocumentCode
2578807
Title
Gaussianization of random inputs by filtering plants: The case of poisson white and telegraph processes
Author
Ching, ShiNung ; Meerkov, Semyon M. ; Runolfsson, Thordur
Author_Institution
Dept. of Brain & Cognitive Sci., MIT, Cambridge, MA, USA
fYear
2010
fDate
15-17 Dec. 2010
Firstpage
2650
Lastpage
2655
Abstract
It is well known that low-pass filtering plants “harmonize” periodic inputs in the sense that the steady state response in close to harmonic. It has been observed, both experimentally and analytically, that low-pass filters “Gaussianize” some random inputs in the sense that the steady state response is close to being Gaussian. This Technical Note is intended to formalize the notion of Gaussianization and prove that it takes place for two types of input signals: Poisson white noise and telegraph processes. The general case is a subject of future work.
Keywords
Gaussian noise; low-pass filters; telegraphy; white noise; Gaussianization; Poisson white noise; low-pass filtering plants; telegraph process; Artificial neural networks; Histograms; Linear systems; Random variables; Steady-state; White noise;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location
Atlanta, GA
ISSN
0743-1546
Print_ISBN
978-1-4244-7745-6
Type
conf
DOI
10.1109/CDC.2010.5717835
Filename
5717835
Link To Document