Matthew S Johnson

7PUBLICATIONS
18CO-AUTHORS
Neural networksDeep learningReaction kinetics and dynamicsRadiation and matterChemical and thermal processes in energy and combustion
Featured researcher

Get your video featured.

JoVEPublish with JoVE
Journal

Publications (7)

|May 01, 2026
An interpretable machine learning framework for prediction of adsorption energies and generative design of active sites on arbitrary catalysts.

|Oct 22, 2025
PySIDT: Subgraph Isomorphic Decision Trees for Molecular Property Prediction.

Matthew S Johnson, Hao-Wei Pang, Anna C Doner

|Apr 26, 2024
Diffusion-Limited Kinetics in Reactive Systems.

Matthew S Johnson, Joy N Mueller, Craig Daniels

|Mar 27, 2024
Subgraph Isomorphic Decision Tree to Predict Radical Thermochemistry with Bounded Uncertainty Estimation.

Hao-Wei Pang, Xiaorui Dong, Matthew S Johnson

|Aug 10, 2023
Pynta─An Automated Workflow for Calculation of Surface and Gas-Surface Kinetics.

Matthew S Johnson, Maciej Gierada, Eric D Hermes

|Oct 12, 2022
RMG Database for Chemical Property Prediction.

Matthew S Johnson, Xiaorui Dong, Alon Grinberg Dana

Pageof 2

Frequent Collaborators

4 joint publications

William H Green

4 joint publications

Judit Zádor

3 joint publications

Hao-Wei Pang

2 joint publications

Xiaorui Dong