Physics Informed Machine Learning for Chemistry Tabulation

no code implementations • 6 Nov 2022 • Amol Salunkhe, Dwyer Deighan, Paul DesJardin, Varun Chandola

Modeling of turbulent combustion system requires modeling the underlying chemistry and the turbulent flow.

Physics-informed machine learning

ChemTab: A Physics Guided Chemistry Modeling Framework

no code implementations • 20 Feb 2022 • Amol Salunkhe, Dwyer Deighan, Paul DesJardin, Varun Chandola

Modeling of turbulent combustion system requires modeling the underlying chemistry and the turbulent flow.

Mining Spatio-temporal Data on Industrialization from Historical Registries

1 code implementation • 3 Dec 2016 • David Berenbaum, Dwyer Deighan, Thomas Marlow, Ashley Lee, Scott Frickel, Mark Howison

Despite the growing availability of big data in many fields, historical data on socioevironmental phenomena are often not available due to a lack of automated and scalable approaches for collecting, digitizing, and assembling them.

Optical Character Recognition Optical Character Recognition (OCR)