Litcius/Paper detail

LearnCK: mass conserving neural network reduction of chemistry and species of microkinetic models

Sashank Kasiraju, Dionisios G. Vlachos

2023Reaction Chemistry & Engineering8 citationsDOIOpen Access PDF

Abstract

A Python-TensorFlow tool that learns chemical kinetics (LearnCK) for systematic and automatic reduction of microkinetic models using artificial neural networks (NNs).

Topics & Concepts

Artificial neural networkPython (programming language)Reduction (mathematics)Computer scienceArtificial intelligenceChemistryMachine learningMathematicsProgramming languageGeometryMachine Learning in Materials ScienceInnovative Microfluidic and Catalytic Techniques InnovationCatalysis and Oxidation Reactions