James M. Salter

Bayesian Emulation of Multi-fidelity Earth System Modelling Using Hierarchical Gaussian Processes

Multi-fidelity Earth system models provide simulations at different levels of complexity and computational cost, but exhaustive exploration of the parameter space at the highest fidelity is often prohibitively expensive. Multi-fidelity emulators can reduce this burden by combining abundant lower-fidelity simulations wi...