In This Workshop

1. 3 min Research Talk: Web-based Machine Learning Tool for Material Discovery and Property Prediction

   26 Sep 2019 | Online Presentations | Contributor(s): Bryan Arciniega

   This model allows the end-user to increase their knowledge on a scarce data set by using a data-rich property set. We also investigate the effect of chemical representation and autoencoder type on property prediction and compound generation.

2. 3 min Research Talk: Plasmonic Core-Multishell Nanowires for Optical Applications

   26 Sep 2019 | Online Presentations | Contributor(s): Raheem Carless

   ED lights and technology are being used more often in today’s society. Compared to traditional illumination they are far more reliable and efficient, in the sense that they last longer, are environmentally friendly, and most importantly, they reduce energy waste.

3. 3 min Research Talk: Using Machine Learning for Materials Discovery and Property Prediction

   26 Sep 2019 | Online Presentations | Contributor(s): Mackinzie S Farnell

   Machine Learning models present a transformative method of optimization and prediction in science and engineering research. In the chemical sciences, unsupervised deep learning models such as autoencoders have shown to be useful for property prediction and material...

4. 3 min. Research Talk: The Agrivoltaic Simulation tool

   23 Oct 2019 | Online Presentations | Contributor(s): Hans Torsina

   The Agrivoltaic Simulation tool will calculate based on the solar panel parameters, geometries, patterns, and tracking system to provide outputs of contour shadowmaps, solar and electrical power output plots, along with input-output tables.

5. 3 min Research Talk: Hierarchical Material Optimization using Neural Networks

   29 Oct 2019 | Online Presentations | Contributor(s): Miguel Arcilla Cuaycong

   In this presentation, we sought to use a neural network (NN) to identify optimal arrangements of four different constituents in a tape spring to be used as snapping mechanisms in phase transforming cellular material that can dissipate energy.

6. 3 min. Research Talk: Identifying the Dimensionality of Crystal Structures

   12 Feb 2020 | Online Presentations | Contributor(s): Franco Vera

   Today, researchers worldwide have identified over 100,000 distinct bulk materials. The underlying dimensionality of these materials is not always clear however, and as such researchers have sought to identify stable, lower dimensional materials derived from the bulk parent structures. A team of...