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University of Cambridge > Talks.cam > Isaac Newton Institute Seminar Series > Paleo-climatic time series: statistics and dynamics
Paleo-climatic time series: statistics and dynamicsAdd to your list(s) Download to your calendar using vCal
If you have a question about this talk, please contact Mustapha Amrani. Mathematics for the Fluid Earth Co-authors: Arnaud Debussche (ENS Cachan), Jan Gairing (HU Berlin), Claudia Hein (HU Berlin), Michael Hgele (U Potsdam), Ilya Pavlyukevich (U Jena) Dynamical systems of the reaction-diffusion type with small noise have been instrumental to explain basic features of the dynamics of paleo-climate data. For instance, a spectral analysis of Greenland ice time series performed at the end of the 1990s representing average temperatures during the last ice age suggest an $lpha-$stable noise component with an $lpha im 1.75.$ We model the time series as a dynamical system perturbed by $lpha$-stable noise, and develop an efficient testing method for the best fitting $lpha$. The method is based on the observed $p$-variation of the residuals of the time series, and their asymptotic $rac{lpha}{p}$-stability established in local limit theorems.par mallskip Generalizing the solution of this model selection problem, we are led to a class of reaction-diffusion equations with additive $lpha$-stable L’evy noise, a stochastic perturbation of the Chafee-Infante equation. We study exit and transition between meta-stable states of their solutions. Due to the heavy-tail nature of an $lpha$-stable noise component, the results differ strongly from the well known case of purely Gaussian perturbations. This talk is part of the Isaac Newton Institute Seminar Series series. This talk is included in these lists:
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