DocumentCode
2563458
Title
The effect of input limiting on linear and nonlinear filters for the removal of impulsive noise
Author
Masra, S.M.W. ; Muhammad, M.S. ; Sapawi, R.
Author_Institution
Dept. of Electron. Eng., Univ. Malaysia Sarawak, Kota Samarahan, Malaysia
fYear
2009
fDate
18-19 Nov. 2009
Firstpage
252
Lastpage
256
Abstract
This paper investigates the effects of input limiting on the performance of linear and nonlinear filters when the input signal is contaminated by impulsive noise modeled as an alpha-stable (α-stable) random process. The nonlinear filters chosen are from the median family filters: median and recursive median filter, and Wiener filter from the linear filter group. The hypothesis being tested in this paper is that front-end limiting will increased the performance of median filter when the noise was extremely impulsive. Each image has been analyzed for four impulsive noise parameter values, α = 2, 1.5, 1, and 0.5 which cover a range of noise behaviors from Gaussian, through Cauchy, to impulsive. One method of handling very large impulses is to incorporate in the receiver over-voltage protection in the form of an analog limiter which clips the received signal before the filtering process. The simulation results obtained suggest that the front-end limiting enhances the performance of median filters in dealing with images, where it eliminates the highly impulsive noise while preserving useful detail in the image.
Keywords
Gaussian noise; Wiener filters; impulse noise; limiters; median filters; overcurrent protection; random processes; recursive filters; α-stable random process; Cauchy noise; Gaussian noise; Wiener filter; alpha-stable random process; analog limiter; front-end limiting; impulsive noise removal; input limiting; median family filters; noise behaviors; nonlinear filters; receiver over-voltage protection; recursive median filter; Degradation; Filtering; Gaussian distribution; Gaussian noise; Limiting; Nonlinear filters; Protection; Random processes; Signal processing; Wiener filter; α-stable random process; analog limiter; impulsive noise; input limiting; median family filters;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal and Image Processing Applications (ICSIPA), 2009 IEEE International Conference on
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4244-5560-7
Type
conf
DOI
10.1109/ICSIPA.2009.5478605
Filename
5478605
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