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Beyond Single--Component Perturbed Parameter Ensembles

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Zenodo2026-08-10 更新2026-08-13 收录
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Perturbed parameter ensembles (PPEs) are widely used to quantify parametricuncertainty in climate models, and now increasingly paired with statistical and machine learning emulators. Most such PPE studies are conducted within a single component of the climate system (atmosphere, land, ocean, or ice), but climate responses of interest arise from interactions across these components. Single-component PPEs by design cannot quantify these cross-component effects (e.g., how atmospheric parameters affect evapotranspiration, typically considered a land response), or how they depend on coupling configuration (e.g., ocean coupling modulating these effects). We take precipitation minus evapotranspiration (P-ET) over land as a case study, perturb fourteen land and atmospheric parameters across three coupling configurations of CESM2, and show the relative importance of cross-component parameter effects. We also show that cross-component effects can be anticipated through physical understanding of the climate system.

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Zenodo
创建时间:
2026-08-10
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