A Large Deviation Theory-based Analysis of Heat Waves and Cold Spells in a Simplified Model of the General Circulation of the Atmosphere
arXiv:1807.08261 · doi:10.1088/1742-5468/ab02e8
Abstract
We study temporally persistent and spatially extended extreme events of temperature anomalies, i.e. heat waves and cold spells, using large deviation theory. To this end, we consider a simplified yet Earth-like general circulation model of the atmosphere and numerically estimate large deviation rate functions of near-surface temperature in the mid-latitudes. We find that, after a re-normalisation based on the integrated auto-correlation, the rate function one obtains at a given latitude by looking, locally in space, at long time averages agrees with what is obtained, instead, by looking, locally in time, at large spatial averages along the latitude. This is a result of scale symmetry in the spatial-temporal turbulence and of the fact that advection is primarily zonal. This agreement hints at the universality of large deviations of the temperature field. Furthermore, we discover that the obtained rate function is able to describe spatially extended and temporally persistent heat waves or cold spells, if we consider temporal averages of spatial averages over intermediate spatial scales. Finally, we find out that large deviations are relatively more likely to occur when looking at these spatial averages performed over intermediate scales, thus pointing to the existence of weather patterns associated to the low-frequency variability of the atmosphere. Extreme value theory is used to benchmark our results.
arXiv comment33 pages, 9 figures
References in corpus (15)
- The large deviation approach to statistical mechanics
- Dynamical ensembles in stationary states
- Computation of extreme heat waves in climate models using a large deviation algorithm
- Simulating rare events in dynamical processes
- Extremes and Recurrence in Dynamical Systems
- Mathematical and Physical Ideas for Climate Science
- Thermodynamic Analysis of Snowball Earth Hysteresis Experiment: Efficiency, Entropy Production, and Irreversibility
- Statistical and Dynamical Properties of Covariant Lyapunov Vectors in a Coupled Atmosphere-Ocean Model - Multiscale Effects, Geometric Degeneracy, and Error Dynamics
- Discrepancies in Southern Hemisphere Mid-latitude Atmospheric Variability of the NCEP-NCAR and ECMWF Reanalyses
- Convergence of large deviation estimators
- Computing return times or return periods with rare event algorithms
- Rare event computation in deterministic chaotic systems using genealogical particle analysis
- Exploring the Lyapunov instability properties of high-dimensional atmospheric and climate models
- Convergence of extreme value statistics in a two-layer quasi-geostrophic atmospheric model
- An Introduction to Large Deviations and Equilibrium Statistical Mechanics for Turbulent Flows
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