All Categories (1-6 of 6)

1. Jul 06 2022

   Gaussian Process Regression for Surface Interpolation

   Abstract: Gaussian process regression (GPR) is a nonparametric regression method with widespread applications in various scientific and engineering fields. In manufacturing, it has been used...

   https://nanohub.org/events/details/2181

2. Filtered Kriging Lab

   Tools | 28 Jun 2022 | Contributor(s):: Zhiqiao Dong, Manan Mehta, Sixian Jia

   This tool introduces users to filtered kriging used for surface interpolation.

3. Active Learning via Bayesian Optimization for Materials Discovery

   Online Presentations | 25 Jun 2021 | Contributor(s):: Hieu Doan, Garvit Agarwal

   In this tutorial, we will demonstrate the use of active learning via Bayesian optimization (BO) to identify ideal molecular candidates for an energy storage application.

4. Bayesian optimization tutorial using Jupyter notebook

   Tools | 11 Jun 2021 | Contributor(s):: Hieu Doan, Garvit Agarwal

   Active learning via Bayesian optimization for materials discovery

5. Efficient Exploration of Quantified Uncertainty in Granular Crystals

   Online Presentations | 16 Mar 2016 | Contributor(s):: Juan Camilo Lopez

   This work presents a way of quantifying uncertainty in granular crystals in a computationally efficient way. To accomplish this, a low dimensional response surface is approximated through the method of active subspaces. Within this framework, special structure within the inputs is exploited to...

6. Cluster Optimization BGO 01

   Tools | 29 Jul 2015 | Contributor(s):: Ilias Bilionis, Yinuo Li

   Cluster Optimization Using Bayesian Global Optimization