Description: This directory contains the presentation and MATLAB code for the 2019 SPIE short course on Uncertainty Quantification.Data Files: The DRAM code can be downloaded from the websiteshttp://helios.fmi.fi/~lainema/mcmc/
Zipped version of the DRAM code: MCMC_STAT.zip
MATLAB files for global sensitivity analysis:
spring_morris.m
spring_Saltelli.mMATLAB files to perform Bayesian inference and construct prediction intervals for the Helmholtz energy:
Helmholtz_DRAM.m
Helmholtz_ss.m
energy_eval.m
energy_fun.m
Helmholtz.txt
RESPONSE_SURFACE.zip
MATLAB files to construct prediction intervals for the spring equation:
spring_dram.m
springss.m
spring_fun.m
mcmcplot_custom.mMATLAB files for surrogate model construction:
Presentation:
SPIE_Short_Course.pdf