5 citations · 6 across the 3 of their papers we have counts for
3 papers
Machine Learning the Energetics of Electrified Solid/Liquid Interfaces
Nicolas Bergmann, Nicéphore Bonnet, Nicola Marzari +2
We present a response-augmented machine learning (ML) approach to the energetics of electrified metal surfaces. We leverage local descriptors to learn the work function as the firs…
Ab-Initio-Based Modeling of Thermodynamic Cyclic Voltammograms: A Benchmark Study on Ag(100) in Bromide Solutions
Nicolas Bergmann, Nicolas G Hörmann, Karsten Reuter
Experimental cyclic voltammograms (CVs) measured in the slow scan rate limit can be entirely described in terms of thermodynamic equilibrium quantities of the electrified solid-liq…
A Theoretical Investigation of the Grand- and the Canonical Potential Energy Surface: The Interplay between Electronic and Geometric Response at Electrified Interfaces
Simeon D. Beinlich, Georg Kastlunger, Karsten Reuter +1
How does an electrochemical interface respond to changes in the electrode potential? How does the response affect the key properties of the system - energetics, excess charge, capa…