Some Properties of Large Excursions of a Stationary Gaussian Process
نویسنده
چکیده
The present work investigates two properties of level crossings of a stationary Gaussian process X(t) with autocorrelation function RX(τ). We show firstly that if RX(τ) admits finite second and fourth derivatives at the origin, the length of up-excursions above a large negative level −γ is asymptotically exponential as −γ → −∞. Secondly, assuming that RX(τ) admits a finite second derivative at the origin and some defined properties, we derive the mean number of crossings as well as the length of successive excursions above two subsequent large levels. The asymptotic results are shown to be effective even for moderate values of crossing level. An application of the developed results is proposed to derive the probability of successive excursions above adjacent levels during a time window. Index Terms stationary processes, level crossing, low excursion, successive large excursion
منابع مشابه
A new approach for evaluating clipping distortion in multicarrier systems
Multicarrier signals are known to suffer from a high peak-to-average power ratio, caused by the addition of a large number of independently modulated subcarriers in parallel at the transmitter. When subjected to a peak-limiting channel, such as a nonlinear power amplifier, these signals may undergo significant spectral distortion, leading to both in-band and out-of-band interference, and an ass...
متن کاملADK Entropy and ADK Entropy Rate in Irreducible- Aperiodic Markov Chain and Gaussian Processes
In this paper, the two parameter ADK entropy, as a generalized of Re'nyi entropy, is considered and some properties of it, are investigated. We will see that the ADK entropy for continuous random variables is invariant under a location and is not invariant under a scale transformation of the random variable. Furthermore, the joint ADK entropy, conditional ADK entropy, and chain rule of this ent...
متن کاملLimit theorems for excursion sets of stationary random fields
We give an overview of the recent asymptotic results on the geometry of excursion sets of stationary random fields. Namely, we cover a number of limit theorems of central type for the volume of excursions of stationary (quasi–, positively or negatively) associated random fields with stochastically continuous realizations for a fixed excursion level. This class includes in particular Gaussian, P...
متن کاملCyclically Stationary Brownian Local Time Processes
Local time processes parameterized by a circle, de ned by the occupation density up to time T of Brownian motion with constant drift on the circle, are studied for various random times T . While such processes are typically non-Markovian, their Laplace functionals are expressed by series formulae related to similar formulae for the Markovian local time processes subject to the Ray-Knight theore...
متن کاملAsymptotics of the mean Minkowski functionals of Gaussian excursions
Let X = {X(t), t ∈ M} be a real–valued Gaussian random field with a.s. smooth paths. The set M is a compact in Rd. The Euler-Poincaré heuristic states that ∣∣∣∣P (sup t∈M X(t) > u ) − E V0 (Au(X;M)) ∣∣∣∣ 6 c0 exp{−u(1+α)/2}, u→∞ (1) for some positive constants c0 and α, where V0 (Au(X;M)) is the EulerPoincaré characteristic of the excursion set of X over the level u which is a topological invar...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2012