This folder contains the R files and RData files for testing Gaussian Emulator code.
scaledParams data frame of scaled input parameters RKDX, TENRX and ALFX. Noise column is added.
SCMens is a matrix of size 10 by 72, bl_h_th:boudary-layer height detected from the th gradient for SCM (Single Column Model). Each row corresponds to the time-series.
LES is a matrix of size 10 by 72, bl_h_th:boudary-layer height detected from the th gradient for LES (Large Eddy Simulations). Each row corresponds to the time-series.
days: a vector of the time that we are performing simulations on SCM and LES.
Demonstrations.R assists in performing emulations and history matching for single metric SCM-LES and timeseries SCM-LES.
lmdzAWave1.RData contains a data frame of size 80 by 8 with input parameters thermals_fact_epsilon, thermals_betalpha, thermals_detr_min, thermals_entr_min, thermals_afact, thermals_ed_dz, and Noise and the response variable named SCMdata generated for history matching wave 1.
lmdzAWave2.RData contains a data frame of size 80 by 8 with similar structure to lmdzAWave1.RData generated for history matching wave 2.
LESens.RData contains LES data (time-series 8 by 72).
LMDZEmulation.R demonstrates how to construct emulator and perform 2 waves of history matching.