Centre for Polar Observation and Modelling

Optimizing Gaussian process emulation and generalized additive model fitting for rapid, reproducible earth system model analysis

Abstract. Causes of model uncertainty in complex modeling systems can be identified using large perturbed-parameter ensembles (PPEs), combined with statistical emulators to increase sample size and enable variance-based sensitivity analyses and observational constraint. In global...