DocumentCode :
332307
Title :
Power-law shot noise and its relationship to α-stable processes
Author :
Petropulu, Athina P. ; Jijun, Yin
Author_Institution :
Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA, USA
fYear :
1998
fDate :
14-16 Sep 1998
Firstpage :
415
Lastpage :
418
Abstract :
1/fβ-type spectral behavior has received considerable attention in the past few years because it arises from a wide range of natural phenomena. Several methods have been proposed for modeling a 1/fβ process. We consider a power-law shot noise model, and show that it gives rise to a power-law α-stable process if β<1, or to a process with power-law α-stable increments if 1<β<3. Based on the relationship between α and β we propose a new method for the estimation of the spectral exponent of the sample spectrum, which is particularly robust in the case β<1
Keywords :
1/f noise; shot noise; signal sampling; spectral analysis; stochastic processes; α-stable processes; 1/fβ process; estimation; natural phenomena; power-law shot noise; sample spectrum; spectral exponent; 1f noise; Density functional theory; Fractional calculus; Laplace equations; Maximum likelihood estimation; Nonlinear filters; Power system modeling; Random variables; Statistical distributions; White noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Statistical Signal and Array Processing, 1998. Proceedings., Ninth IEEE SP Workshop on
Conference_Location :
Portland, OR
Print_ISBN :
0-7803-5010-3
Type :
conf
DOI :
10.1109/SSAP.1998.739423
Filename :
739423
Link To Document :
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