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 2022Show all

8 papers · 1 filter

cond-mat.mtrl-sci2022★ 8 cited

Characterizing Molecule-Metal Surface Chemistry with Ab-Initio Simulation of X-ray Absorption and Photoemission Spectra

Samuel J. Hall, Benedikt P. Klein, Reinhard J. Maurer

X-ray photoemission and x-ray absorption spectroscopy are important techniques to characterize chemical bonding at surfaces and are often used to identify the strength and nature o…

cond-mat.mtrl-sci2022

Donor-acceptor co-adsorption ratio controls structure and electronic properties of two-dimensional alkali-organic networks on Ag(100)

B. Sohail, P. J. Blowey, L. A. Rochford +7

The results are presented of a detailed combined experimental and theoretical investigation of the influence of coadsorbed electron-donating alkali atoms and the prototypical elect…

physics.chem-ph2022★ 79 cited

High-throughput property-driven generative design of functional organic molecules

Julia Westermayr, Joe Gilkes, Rhyan Barrett +1

The design of molecules and materials with tailored properties is challenging, as candidate molecules must satisfy multiple competing requirements that are often difficult to measu…

cond-mat.mtrl-sci2022

Thermodynamic Driving Forces for Substrate Atom Extraction by Adsorption of Strong Electron Acceptor Molecules

Paul Rhyan, Philip James Blowey, Billal S. Sohail +7

A quantitative structural investigation is reported, aimed at resolving the issue of whether substrate adatoms are incorporated into the monolayers formed by strong molecular elect…

physics.chem-ph2022★ 13 cited

Dissipative Tunneling Rates through the Incorporation of First-Principles Electronic Friction in Instanton Rate Theory II: Benchmarks and Applications

Y. Litman, E. S. Pós, C. L. Box +3

In part I, we presented the ring-polymer instanton with explicit friction (RPI-EF) method and showed how it can be connected to the \textit{ab initio} electronic friction formalism…

physics.chem-ph2022★ 14 cited

Dissipative Tunneling Rates through the Incorporation of First-Principles Electronic Friction in Instanton Rate Theory I: Theory

Y. Litman, E. S. Pós, C. L. Box +3

Reactions involving adsorbates on metallic surfaces and impurities in bulk metals are ubiquitous in a wide range of technological applications. The theoretical modelling of such re…

cond-mat.mtrl-sci2022★ 1 cited

Long-range dispersion-inclusive machine learning potentials for structure search and optimization of hybrid organic-inorganic interfaces

Julia Westermayr, Shayantan Chaudhuri, Andreas Jeindl +2

The computational prediction of the structure and stability of hybrid organic-inorganic interfaces provides important insights into the measurable properties of electronic thin fil…

physics.chem-ph2022

NQCDynamics.jl: A Julia Package for Nonadiabatic Quantum Classical Molecular Dynamics in the Condensed Phase

James Gardner, Oscar A. Douglas-Gallardo, Wojciech G. Stark +4

Accurate and efficient methods to simulate nonadiabatic and quantum nuclear effects in high-dimensional and dissipative systems are crucial for the prediction of chemical dynamics…