Title :
Limit properties of folded sums of chaotic trajectories
Author :
Rovatti, Riccardo ; Setti, Gianluca ; Callegari, Sergio
Author_Institution :
Dept. of Eng., Univ. of Bologna, Italy
fDate :
12/1/2002 12:00:00 AM
Abstract :
We investigate the statistical properties of a process defined by summing the subsequent values assumed by the state of a chaotic map, and by constraining the result within a finite domain by means of a folding operation. It is found that the limit distribution is always uniform regardless of the chaotic map, that the folded sums tend to be independent of the future evolution of the chaotic trajectory, and that, whenever the map state is multidimensional, the folded sum vectors tend to be made of independent components. Numerical simulations are employed to show that practical finite-time behaviors are correctly approximated by the limit results herein provided. Finally, the theory is applied to give a formal ground to some key steps in the derivation of the spectrum of signals that are chaotically frequency modulated.
Keywords :
chaos; chaotic communication; discrete time systems; frequency modulation; nonlinear functions; signal processing; state-space methods; statistical analysis; stochastic processes; chaotic discrete-time systems; chaotic map state; chaotic trajectory folded sums; chaotically frequency modulated signal spectrum; finite domain; folded sum vectors; folding operation; limit distribution; limit properties; multidimensional map state; multidimensional state space; numerical simulations; practical finite-time behavior; statistical properties; statistical signal processing; Chaos; Frequency modulation; Helium; Multidimensional signal processing; Multidimensional systems; Numerical simulation; Statistical analysis; System performance; Telecommunication switching; Trajectory;
Journal_Title :
Circuits and Systems I: Fundamental Theory and Applications, IEEE Transactions on
DOI :
10.1109/TCSI.2002.805702