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

Vera Melinda Gálfi, Valerio Lucarini, Francesco Ragone, Jeroen Wouters

Research output: Contribution to JournalReview articleAcademicpeer-review

Abstract

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.
Original languageEnglish
Pages (from-to)291-363
JournalRivista del Nuovo Cimento
Volume44
Issue number6
DOIs
Publication statusPublished - 1 Jun 2021
Externally publishedYes

Funding

VL acknowledges the support received from the EPSRC project EP/T018178/1 and from he EU Horizon 2020 project TiPES (Grant no. 820970). This review is TiPES contribution no. 79. VMG and VL acknowledge the support of the Collaborative Research Centre TRR 181 ‘Energy Transfer in the Atmosphere and Ocean’ funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation, project number 274762653). The authors wish to thank F. Bouchet, D. Faranda, G. Gallavotti, M. Ghil, T. Grafke, A. Laio, B. Hoskins, G. Margazoglou, G. Messori, C. Penland, S. Vaienti, and S. Vannitsem for many scientific exchanges on the topics covered in this paper. The authors wish to thank the anonymous reviewer for their constructive comments and criticisms.

FundersFunder number
Horizon 2020 Framework Programme
Engineering and Physical Sciences Research CouncilEP/T018178/1
Deutsche Forschungsgemeinschaft274762653
Horizon 2020820970

    Fingerprint

    Dive into the research topics of 'Applications of large deviation theory in geophysical fluid dynamics and climate science'. Together they form a unique fingerprint.

    Cite this