Title :
On the construction of self-similar rational models for power-law processes
Author :
Sisli, Gokhan ; Onaral, Banu ; Maskarinec, Gregory ; Berger, W. Andrew
Author_Institution :
Dept. of Electr. & Comput. Eng., Drexel Univ., Philadelphia, PA, USA
Abstract :
The rational modelling of power-law processes is equivalent to finding a linear time-invariant system described by a rational function H(s) with a power-law magnitude response. The construction of such systems is based on the notion of scale-invariance for a specific scale change formalized by the γ-homogeneity principle. The scale-invariant nature of these systems is reflected not only in their magnitude response, but also in their pole-zero patterns. Based on these properties, rational models for power-law processes can be constructed by cascading frequency scaled replicas of rational prototype functions. A construction theorem is provided and the implications of conditions imposed on the prototypes are discussed. The simulations illustrating dynamics exhibited by self-similar rational systems are shown
Keywords :
frequency response; functions; linear systems; parameter estimation; poles and zeros; signal processing; spectral analysis; γ-homogeneity principle; 1/f processes; construction theorem; frequency scaled replicas; linear time-invariant system; parameter selection; pole-zero patterns; power-law magnitude response; power-law processes; rational function; rational prototype functions; scale-invariance; self-similar rational models; signal processing; simulations; spectral analysis; Frequency response; Helium; Poles and zeros; Power engineering and energy; Power engineering computing; Power system modeling; Prototypes; Signal processing;
Conference_Titel :
Time-Frequency and Time-Scale Analysis, 1994., Proceedings of the IEEE-SP International Symposium on
Conference_Location :
Philadelphia, PA
Print_ISBN :
0-7803-2127-8
DOI :
10.1109/TFSA.1994.467319