Hostname: page-component-848d4c4894-v5vhk Total loading time: 0 Render date: 2024-07-03T05:33:32.120Z Has data issue: false hasContentIssue false

Dynamical systems defined on point processes

Published online by Cambridge University Press:  14 July 2016

Abstract

This paper introduces a new stochastic process in which the iterates of a dynamical system evolving in discrete time coincide with the events of a Poisson process. The autocovariance function of the stochastic process is studied and a necessary and sufficient condition for it to vanish is deduced. It is shown that the mean function of this process comprises a continuous-time semidynamical system if the underlying dynamical map is linear. The flow of probability density functions generated by the stochastic process is analysed in detail, and the relationship between the flow and the solutions of the linear Boltzmann equation is investigated. It is shown that the flow is a semigroup if and only if the point process defining the stochastic process is Poisson, thereby providing a new characterization of the Poisson process.

Type
Research Papers
Copyright
Copyright © Applied Probability Trust 1998 

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Daley, D. J., and Vere-Jones, D. (1988). An Introduction to the Theory of Point Processes. New York, Springer.Google Scholar
Falconer, K. (1990). Fractal Geometry: Mathematical Foundations and Applications. New York, John Wiley.Google Scholar
Lasota, A., and Mackey, M. C. (1994). Chaos, Fractals, and Noise: Stochastic Aspects of Dynamics, 2nd edn. New York, Springer.CrossRefGoogle Scholar
Ott, E. (1993). Chaos in Dynamical Systems. Cambridge University Press, Cambridge.Google Scholar
Provatas, N., and Mackey, M. C. (1991a). Asymptotic periodicity and banded chaos. Physica D, 53, 295318.Google Scholar
Provatas, N., and Mackey, M. C. (1991b). Noise-induced asymptotic periodicity in a piecewise linear map. J. Statist. Phys. 63, 585612.CrossRefGoogle Scholar