Author

K. Dagon

2 papers indexed here

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Open access Aug 2026

Efficient Emulation, Uncertainty Quantification, and Sensitivity Analysis for a Land Surface Model Using Evidential Deep Learning

Training an evidential deep neural network emulator on a 500‐member CLM5 perturbed parameter ensemble generated via Latin hypercube sampling of 32 key plant physiological parameters captures seasonal cycles, interannual variability in LAI, and uncertainties in a single pass, yielding well‐calibrated probabilistic outpu...

Kachinga Silwimba, A. Flores, L. Hawkins et al. · Journal of Advances in Model... · 0 citations

Preprint Jul 2026

Tracing the space-time causal origins of Earth system extremes

Identifying the causes of Earth's extremes is challenging because counterfactual experiments are not possible in the observed world. Data-driven causal discovery complements computationally expensive and potentially biased numerical experiments, but existing methods can struggle with undersampled, high-dimensional data...

Jhayron S. Pérez‐Carrasquilla, J. Nichol, Vanessa Robledo et al. · 0 citations