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Lévy noise versus Gaussian-noise-induced transitions in the Ghil-Sellers energy balance model

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posted on 2024-10-01, 09:14 authored by V Lucarini, L Serdukova, G Margazoglou
We study the impact of applying stochastic forcing to the Ghil-Sellers energy balance climate model in the form of a fluctuating solar irradiance. Through numerical simulations, we explore the noise-induced transitions between the competing warm and snowball climate states. We consider multiplicative stochastic forcing driven by Gaussian and α-stable Lévy-αg(0,2)-noise laws, examine the statistics of transition times, and estimate the most probable transition paths. While the Gaussian noise case-used here as a reference-has been carefully studied in a plethora of investigations on metastable systems, much less is known about the Lévy case, both in terms of mathematical theory and heuristics, especially in the case of high-and infinite-dimensional systems. In the weak noise limit, the expected residence time in each metastable state scales in a fundamentally different way in the Gaussian vs. Lévy noise case with respect to the intensity of the noise. In the former case, the classical Kramers-like exponential law is recovered. In the latter case, power laws are found, with the exponent equal to-α, in apparent agreement with rigorous results obtained for additive noise in a related-yet different-reaction-diffusion equation and in simpler models. This can be better understood by treating the Lévy noise as a compound Poisson process. The transition paths are studied in a projection of the state space, and remarkable differences are observed between the two different types of noise. The snowball-To-warm and the warm-To-snowball most probable transition paths cross at the single unstable edge state on the basin boundary. In the case of Lévy noise, the most probable transition paths in the two directions are wholly separated, as transitions apparently take place via the closest basin boundary region to the outgoing attractor. This property can be better elucidated by considering singular perturbations to the solar irradiance.

Funding

Tipping Points in the Earth System

European Commission

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Applied Nonautonomous Dynamical Systems: Theory, Methods and Examples

Engineering and Physical Sciences Research Council

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History

Citation

Lucarini, V., Serdukova, L., and Margazoglou, G.: Lévy noise versus Gaussian-noise-induced transitions in the Ghil–Sellers energy balance model, Nonlin. Processes Geophys., 29, 183–205, https://doi.org/10.5194/npg-29-183-2022, 2022

Author affiliation

School of Computing and Mathematical Sciences, University of Leicester

Version

  • VoR (Version of Record)

Published in

Nonlinear Processes in Geophysics

Volume

29

Issue

2

Pagination

183 - 205

Publisher

Copernicus GmbH

issn

1023-5809

eissn

1607-7946

Acceptance date

2022-04-05

Copyright date

2022

Available date

2024-10-01

Language

en

Data Access Statement

All the data used to produce the figures contained in this paper are publicly available in the supplement (Lucarini et al., 2022) through the data repository https://doi.org/10.6084/m9.figshare.16802503.

Rights Retention Statement

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