Entropy Production and Coarse Graining of the Climate Fields in a General Circulation Model
Valerio Lucarini, Salvatore Pascale

TL;DR
This paper investigates how coarse graining of climate fields affects the estimation of entropy production, revealing the dominant vertical dissipation processes and the primary role of radiation in climate thermodynamics.
Contribution
It introduces a coarse-graining approach to analyze the thermodynamics of climate models, highlighting the contributions of different scales and processes to entropy production.
Findings
Most entropy production is linked to vertical irreversible exchanges.
Horizontal and temporal variability have limited impact on entropy estimates.
Radiation acts as the primary driver, with fluxes damping fluctuations.
Abstract
We extend the analysis of the thermodynamics of the climate system by investigating the role played by processes taking place at various spatial and temporal scales through a procedure of coarse graining. The coarser is the graining of the climatic fields, the lower is the resulting estimate of the material entropy production. In other terms, all the spatial and temporal scales of variability of the thermodynamic fields provide a positive contribution to the material entropy production. At all scales, the temperature fields and the heating fields resulting from the convergence of turbulent fluxes have a negative correlation, while the opposite holds between the temperature fields and the radiative heating fields. Moreover, the latter correlations are stronger, which confirms that radiation acts as primary driver for the climatic processes, while the material fluxes dampen the resulting…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Thermodynamics and Statistical Mechanics · Stellar, planetary, and galactic studies · Climate variability and models
