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.