software

PyTUQ - UQ Tools and Workflows for Computational Models

Talk

PyTUQ - Python Toolkit for Uncertainty Quantification

Talk

FitSNAP: Atomistic machine learning with LAMMPS

Pynta-An Automated Workflow for Calculation of Surface and Gas–Surface Kinetics

Many important industrial processes rely on heterogeneous catalytic systems. However, given all possible catalysts and conditions of interest, it is impractical to optimize most systems experimentally. Automatically generated microkinetic models can …

Sella, an Open-Source Automation-Friendly Molecular Saddle Point Optimizer

We present a new algorithm for the optimization of molecular structures to saddle points on the potential energy surface using a redundant internal coordinate system. This algorithm automates the procedure of defining the internal coordinate system, …

Bayesian Inference for Model Error Quantification and Propagation with UQTk

Talk

The Uncertainty Quantification Toolkit (UQTk)

The UQ Toolkit (UQTk) is a collection of tools for uncertainty quantification, ranging from intrusive and nonintrusive forward propagation of uncertainty to inverse problems and sensitivity analysis. This chapter first outlines the UQTk design …