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Stochastic Geostrophic Relaxation Dynamics from ERA5 Wind Fields

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Zenodo2026-04-11 更新2026-05-26 收录
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Compared to previous versions, this release introduces a unified stochastic relaxation framework validated across multiple geographic regions, along with residual-based diagnostics. This repository provides a reproducible analysis of atmospheric directional dynamics using ERA5-derived wind and pressure gradient fields. We show that the temporal evolution of the alignment between pressure gradient force (PGF) and wind can be described by a simple stochastic dynamical system: dcos(t+1) = -k(shear) * cos(t) + b(wind, PGF) + noise where:- k represents a restoring strength linked to flow deformation (shear),- b represents an external forcing term associated with wind speed and PGF magnitude. Key findings:- A consistent restoring structure is observed across all analyzed regions.- The restoring strength varies systematically with shear.- The forcing term is primarily controlled by wind speed and PGF magnitude.- Residual variability decreases with increasing forcing strength. All figures and analysis workflows are fully reproducible using the provided notebooks. ERA5 data is not redistributed due to licensing restrictions.

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Zenodo
创建时间:
2026-04-11
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