Machine Learning-aided First-principles Calculations Of Redox Potentials

This article discusses the use of thermodynamic integration to determine the redox potential of electron transfer reactions in water. The method involves calculating the free energy difference between the oxidized and reduced states using the grand potential of the system. This approach has been shown to accurately predict redox potentials in previous studies.