Intrusive and Non-Intrusive Uncertainty Quantification Methodologies for Pyrolysis Modeling

This repository contains python scripts and results for uncertainty analysis of Arrhenius equation with kinetic parameters as uncertain. The data set contains folders for each PMMA variant (1,2 and 3) used for uncertainty quantification (UQ) and 'Misc' folder containing miscellaneous files and scripts used in the study. 

Each PMMA variant folder has further sub-folders for the UQ methods implemented:

Intrusive polynomial chaos (IPC)

Monte Carlo (MC)

Non-intrusive polynomial chaos (NIPC)

Additionally convergence and comparison for the UQ methods is available in sub-folders of the same name respectively.

The python file 'UoWu_noLatex.mplstyle' for plotting style used by us is attached to ease the rerunning of the scripts.