Hostname: page-component-586b7cd67f-dsjbd Total loading time: 0 Render date: 2024-11-28T06:25:43.599Z Has data issue: false hasContentIssue false

On the envelope of a Gaussian random field

Published online by Cambridge University Press:  14 July 2016

R. J. Adler*
Affiliation:
CSIRO Division of Mathematics and Statistics, Lindfield
*
Now at the University of New South Wales.

Abstract

For homogeneous, two-dimensional random field ξ(t), tR2 we develop the ‘half' spectral theory sufficient to rigorously define its envelope η (t). We then specialise to the case of ξ Gaussian, which implies η is Rayleigh, and consider the mean value of a certain characteristic of the sets {t:η(t) ≧ u} (u ≧ 0). From this we deduce some qualitative information about the sample path behaviour of the Rayleigh field η .

Type
Research Papers
Copyright
Copyright © Applied Probability Trust 1978 

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

Adler, R. J. (1976a) Excursions above a fixed level by n-dimensional random fields. J. Appl. Prob. 13, 276289.CrossRefGoogle Scholar
Adler, R. J. (1976b) On generalising the notion of upcrossings to random fields. Adv. Appl. Prob. 8, 789805.CrossRefGoogle Scholar
Adler, R. J. and Hasofer, A. M. (1976) Level crossings for random fields. Ann. Prob. 4, 112.CrossRefGoogle Scholar
Belyaev, Yu. K. (1972) Point processes and first passage problems. Proc. 6th Berkeley Symp. Math. Statist. Prob. 3, 117.Google Scholar
Cramer, H, and Leadbetter, M. R. (1967) Stationary and Related Stochastic Processes. Wiley, New York.Google Scholar
Hasofer, A. M. (1970) On the derivative and the upcrossings of the Rayleigh process. Austral. J. Statist. 12, 150151.CrossRefGoogle Scholar
Lindgren, G. (1972) Local maxima of Gaussian fields. Ark. Mat. 10, 195218.CrossRefGoogle Scholar
Longuet-Higgins, M. S. (1957) The statistical analysis of a random, moving surface. Phil. Trans. R. Soc. London A 249, 321387.Google Scholar
Lukacs, E. and Laha, R. G. (1964) Applications of Characteristic Functions. Griffin, London.Google Scholar
Malevich, T. L. (1973) A formula for the mean number of intersections of a surface and a random field (in Russian). Izv. Akad. Nauk Uz. SSR 6, 1517.Google Scholar
Miller, K. S. (1975) Complex random fields. Inf. Sci. 9, 185225.CrossRefGoogle Scholar
Nosko, V. P. (1969) The characteristics of excursions of Gaussian homogeneous fields above a high level. Proceedings of the USSR-Japan Symposium on Probability, Novosibirsk.Google Scholar
Yaglom, A. M. (1957) Some classes of random fields in n-dimensional space, related to stationary random processes. Theory Prob. Appl. 2, 273319.CrossRefGoogle Scholar