activity
20122023
most citedPerspective on integrating machine learning into computational chemistry and materials science

203 citations · 1.6k across the 43 of their papers we have counts for

collaborators
Showing 2023Show all

6 papers · 1 filter

cond-mat.mtrl-sci2023★ 15 cited

The electrostatic potential of atomic nanostructures on a metal surface

Rustem Bolat, Jose M. Guevara, Philipp Leinen +9

The discrete and charge-separated nature of matter - electrons and nuclei - results in local electrostatic fields that are ubiquitous in nanoscale structures and are determined by…

physics.chem-ph2023★ 23 cited

libMBD: A general-purpose package for scalable quantum many-body dispersion calculations

Jan Hermann, Martin Stöhr, Szabolcs Góger +4

Many-body dispersion (MBD) is a powerful framework to treat van der Waals (vdW) dispersion interactions in density-functional theory and related atomistic modeling methods. Several…

cond-mat.mtrl-sci2023

Stability of Single Metal Atoms on Defective and Doped Diamond Surfaces

Shayantan Chaudhuri, Andrew J. Logsdail, Reinhard J. Maurer

Polycrystalline boron-doped diamond (BDD) is widely used as a working electrode material in electrochemistry, and its properties, such as its stability, make it an appealing suppor…

physics.chem-ph2023★ 26 cited

Assessing mixed quantum-classical molecular dynamics methods for nonadiabatic dynamics of molecules on metal surfaces

James Gardner, Scott Habershon, Reinhard J. Maurer

Mixed-quantum classical (MQC) methods for simulating the dynamics of molecules at metal surfaces have the potential to accurately and efficiently provide mechanistic insight into r…

physics.chem-ph2023

Machine learning interatomic potentials for reactive hydrogen dynamics at metal surfaces based on iterative refinement of reaction probabilities

Wojciech G. Stark, Julia Westermayr, Oscar A. Douglas-Gallardo +3

Reactive chemistry of molecular hydrogen at surfaces, notably dissociative sticking and hydrogen evolution, plays a crucial role in energy storage and fuel cells. Theoretical studi…

physics.chem-ph2023★ 20 cited

Efficient implementation and performance analysis of the independent electron surface hopping method for dynamics at metal surfaces

James Gardner, Daniel Corken, Svenja M. Janke +2

Independent electron surface hopping (IESH) is a computational algorithm for simulating the mixed quantum-classical molecular dynamics of adsorbate atoms and molecules interacting…