Timmo-Hendrik Pukk

Tutorials on Machine Learning Tools for Simulations in Electrocatalysis

This tutorial-style article demonstrates seven ML approaches that accelerate or augment simulations relevant to the oxygen reduction reaction on platinum-based catalysts, including machine-learned exchange–correlation functionals, Gaussian-process optimizers, Bayesian configuration search, and a range of ML interatomic...