Chapter
Jul 7, 2014

The Influence of Oscillatory Correlation on the Zero Crossings of Gaussian Processes

Publication: Vulnerability, Uncertainty, and Risk: Quantification, Mitigation, and Management

Abstract

The problem of zero-crossings is of great historical prevalence and promises extensive application. The challenge is to identify the Probability Density Function (PDF) for the times between successive zero-crossings of a stochastic process. In this paper, we address the zero-crossing problem for a Gaussian process and investigate the effect of introducing oscillations into the prescribed auto-correlation function. Statistics for the number of zero-crossings occurring within a set time period are calculated and verified by simulations of the process. We find that highly oscillatory auto-correlation functions cause realizations of the stochastic process to become increasingly `regular' or `deterministic'. Zeros occur at more regular intervals, implying that the inter-event PDF has an exponential tail with large persistence exponent. The persistence exponent exhibits a complex phenomenology that is strongly influenced by the oscillatory nature of the auto-correlation function. Comparison is made between the theoretical predictions and numerical simulation results.

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Go to Vulnerability, Uncertainty, and Risk
Vulnerability, Uncertainty, and Risk: Quantification, Mitigation, and Management
Pages: 1856 - 1865

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Published online: Jul 7, 2014

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Lorna R. M. Wilson [email protected]
Department of Mathematics, University of Nottingham, UK. E-mail: [email protected]
Keith I. Hopcraft [email protected]
Department of Mathematics, University of Nottingham, UK. E-mail: [email protected]
Eric Jakeman
Department of Mathematics, University of Nottingham, UK.

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