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
         
        
        
        
        
        
            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;
         
        
        
        
            Conference_Titel : 
Statistical Signal and Array Processing, 1998. Proceedings., Ninth IEEE SP Workshop on
         
        
            Conference_Location : 
Portland, OR
         
        
            Print_ISBN : 
0-7803-5010-3
         
        
        
            DOI : 
10.1109/SSAP.1998.739423