On the relationship between 1/f and /spl alpha/-stable processes

1/f/sup /spl beta//-type spectral behavior has received considerable attention in the past few years because it arises from a wide range of natural phenomena. By expressing a 1/f/sup /spl beta// process as a fractional integral of white noise, we show that, if /spl beta/<1, the process is stationary and follows an /spl alpha/-stable model, while if /spl beta/>1, the process has stationary /spl alpha/-stable increments. We also provide closed form expressions for the relationship between /spl beta/ and /spl alpha/. The theoretical results are verified via real ultrasound data. Ultrasound breast data, or their increments, which appear to be 1/f/sup /spl beta//, are shown to follow reasonably well the /spl alpha/-stable model.

[1]  A. van der Ziel,et al.  On the noise spectra of semi-conductor noise and of flicker effect , 1950 .

[2]  Patrick Flandrin,et al.  Wavelet analysis and synthesis of fractional Brownian motion , 1992, IEEE Trans. Inf. Theory.

[3]  Stephen M. Kogon,et al.  Signal modeling with self-similar α-stable processes: the fractional Levy stable motion model , 1996, IEEE Trans. Signal Process..

[4]  Chrysostomos L. Nikias,et al.  Parameter estimation and blind channel identification in impulsive signal environments , 1995, IEEE Trans. Signal Process..

[5]  J A Jensen,et al.  Deconvolution of Ultrasound Images , 1992, Ultrasonic imaging.

[6]  Jeffrey M. Hausdorff,et al.  Long-range anticorrelations and non-Gaussian behavior of the heartbeat. , 1993, Physical review letters.

[7]  B. Stuck,et al.  A statistical analysis of telephone noise , 1974 .

[8]  M. S. Keshner 1/f noise , 1982, Proceedings of the IEEE.

[9]  Edward J. Wegman,et al.  Topics in Non-Gaussian Signal Processing , 2011 .

[10]  P. Mertz Model of Impulsive Noise for Data Transmission , 1961 .

[11]  H. Takayasu f -β Power Spectrum and Stable Distribution , 1987 .

[12]  B. Mandelbrot,et al.  Fractional Brownian Motions, Fractional Noises and Applications , 1968 .

[13]  G. Wornell Wavelet-based representations for the 1/f family of fractal processes , 1993, Proc. IEEE.

[14]  N. Kasdin Discrete simulation of colored noise and stochastic processes and 1/fα power law noise generation , 1995, Proc. IEEE.

[15]  C. L. Nikias,et al.  Signal processing with alpha-stable distributions and applications , 1995 .