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Applications of large deviation theory in geophysical fluid dynamics and climate science

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posted on 2025-02-06, 09:50 authored by VM Gálfi, V Lucarini, F Ragone, J Wouters
The climate is a complex, chaotic system with many degrees of freedom. Attaining a deeper level of understanding of climate dynamics is an urgent scientific challenge, given the evolving climate crisis. In statistical physics, many-particle systems are studied using Large Deviation Theory (LDT). A great potential exists for applying LDT to problems in geophysical fluid dynamics and climate science. In particular, LDT allows for understanding the properties of persistent deviations of climatic fields from long-term averages and for associating them to low-frequency, large-scale patterns. Additionally, LDT can be used in conjunction with rare event algorithms to explore rarely visited regions of the phase space. These applications are of key importance to improve our understanding of high-impact weather and climate events. Furthermore, LDT provides tools for evaluating the probability of noise-induced transitions between metastable climate states. This is, in turn, essential for understanding the global stability properties of the system. The goal of this review is manifold. First, we provide an introduction to LDT. We then present the existing literature. Finally, we propose possible lines of future investigations. We hope that this paper will prepare the ground for studies applying LDT to solve problems encountered in climate science and geophysical fluid dynamics.

Funding

Applied Nonautonomous Dynamical Systems: Theory, Methods and Examples

Engineering and Physical Sciences Research Council

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Tipping Points in the Earth System

European Commission

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TRR 181:  Energy transfers in Atmosphere and Ocean

Deutsche Forschungsgemeinschaft

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History

Citation

Gálfi, V.M., Lucarini, V., Ragone, F. et al. Applications of large deviation theory in geophysical fluid dynamics and climate science. Riv. Nuovo Cim. 44, 291–363 (2021). https://doi.org/10.1007/s40766-021-00020-z

Author affiliation

College of Science & Engineering College of Science & Engineering/Comp' & Math' Sciences

Version

  • VoR (Version of Record)

Published in

Rivista del Nuovo Cimento

Volume

44

Issue

6

Pagination

291 - 363

Publisher

Springer Science and Business Media LLC

issn

0393-697X

eissn

1826-9850

Acceptance date

2021-04-19

Copyright date

2021

Available date

2025-02-06

Language

en

Deposited by

Professor Valerio Lucarini

Deposit date

2024-02-26

Rights Retention Statement

  • No

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