Title :
On the relationship between 1/f and α-stable processes
Author :
Yin, Jijun ; Petropulu, Athina P.
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. By expressing a 1/fβ process as a fractional integral of white noise, we show that, if β<1, the process is stationary and follows an α-stable model, while if β>1, the process has stationary α-stable increments. We also provide closed form expressions for the relationship between β and α. The theoretical results are verified via real ultrasound data. Ultrasound breast data, or their increments, which appear to be 1/fβ, are shown to follow reasonably well the α-stable model
Keywords :
1/f noise; biomedical ultrasonics; spectral analysis; statistical analysis; white noise; α-stable model; α-stable process; 1/f process; 1/fβ-type spectral behavior; closed form expressions; fractional integral; stationary process; ultrasound breast data; ultrasound data; white noise; Biological system modeling; Breast; Frequency domain analysis; Fuel economy; Mathematical model; Telecommunication traffic; Traffic control; Ultrasonic imaging; Wavelet analysis; White noise;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.681755