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19922026
most citedFast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

2.4k citations

Showing 2023Show all

26 papers · 1 filter

cond-mat.mes-hall2023★ 23 cited

Inelastic Light Scattering in the Vicinity of a Single-Atom Quantum Point Contact in a Plasmonic Picocavity

Shuyi Liu, Franco P. Bonafe, Heiko Appel +3

Here, using low-temperature optical scanning tunneling microscopy (STM), we investigate inelastic light scattering (ILS) in the vicinity of a single-atom quantum point contact (QPC…

cond-mat.soft2023★ 25 cited

Spiralling molecular structures and chiral selectivity in model membranes

Alexander P. Fellows, Ben John, Martin Wolf +1

Since the lipid raft model was developed at the end of the last century, it became clear that the specific molecular arrangements of phospholipid assemblies within a membrane have…

physics.chem-ph2023

Converging Divergent Paths: Constant Charge vs. Constant Potential Energetics in Computational Electrochemistry

Nicolas G. Hörmann, Simeon D. Beinlich, Karsten Reuter

Using the example of a proton adsorption process, we analyze and compare two prominent modelling approaches in computational electrochemistry at metallic electrodes - electronicall…

physics.atom-ph2023

Comprehensive peak-width analysis in matter-wave diffraction under grazing incidence conditions

Lee Yeong Kim, Do Won Kang, Jong Chan Lee +3

Thermal energy atom scattering at a surface with grazing incidence conditions is an innovative method for investigating dispersive atom-surface interactions with potential applicat…

cond-mat.mes-hall2023★ 17 cited

Accessing ultrafast spin-transport dynamics in copper using broadband terahertz spectroscopy

Jiří Jechumtál, Reza Rouzegar, Oliver Gueckstock +10

We study the spatiotemporal dynamics of ultrafast electron spin transport across nanometer-thick copper layers using broadband terahertz spectroscopy. Our analysis of temporal dela…

physics.atom-ph2023★ 5 cited

Hyperfine structure and isotope shifts of the transition in atomic zinc

David Röser, J. Eduardo Padilla-Castillo, Ben Ohayon +5

We report absolute frequency, isotope shift, radiative lifetime and hyperfine structure measurements of the (213.8 nm) transition in Zn I using a cryog…

physics.chem-ph2023

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…

cond-mat.mtrl-sci2023★ 17 cited

Berry Curvature Signatures in Chiroptical Excitonic Transitions

Samuel Beaulieu, Shuo Dong, Viktor Christiansson +10

The topology of the electronic band structure of solids can be described by its Berry curvature distribution across the Brillouin zone. We theoretically introduce and experimentall…

physics.chem-ph2023★ 6 cited

Molecular dynamics-driven global tetra-atomic potential energy surfaces: Application to the AlF dimer

Xiangyue Liu, Weiqi Wang, Jesús Pérez-Ríos

In this work, we present a general machine learning approach for full-dimensional potential energy surfaces for tetra-atomic systems. Our method employs an active learning scheme t…

physics.chem-ph2023★ 5 cited

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…

physics.chem-ph2023★ 4 cited

A Fuzzy Classification Framework to Identify Equivalent Atoms in Complex Materials and Molecules

King Chun Lai, Sebastian Matera, Christoph Scheurer +1

The nature of an atom in a bonded structure -- such as in molecules, in nanoparticles or solids, at surfaces or interfaces -- depends on its local atomic environment. In atomic-sca…

physics.chem-ph2023★ 22 cited

How Does Mg Interact with ATP? Biomolecular Structure through the Lens of Liquid-Jet Photoelectron Spectroscopy

Karen Mudryk, Chin Lee, Lukáš Tomaník +7

Site-specific information on how adenosine triphosphate in the aqueous phase (ATP) interacts with magnesium (Mg) is a prerequisite to understanding its compl…

cond-mat.mtrl-sci2023★ 7 cited

Carrier-Density Control of the Quantum-Confined 1-TiSe Charge-Density-Wave

T. Jaouen, A. Pulkkinen, M. Rumo +9

Using angle-resolved photoemission spectroscopy, combined with first principle and coupled self-consistent Poisson-Schrödinger calculations, we demonstrate that potassium (K) atoms…

cond-mat.mes-hall2023★ 46 cited

Nonlinear terahertz Néel spin-orbit torques in antiferromagnetic MnAu

Yannic Behovits, Alexander L. Chekhov, Stanislav Yu. Bodnar +8

Antiferromagnets have large potential for ultrafast coherent switching of magnetic order with minimum heat dissipation. In novel materials such as MnAu and CuMnAs, electric rat…

cond-mat.mtrl-sci2023★ 12 cited

A Hybrid-DFT Study of Intrinsic Point Defects in (=Mo, W; =S, Se) Monolayers

Alaa Akkoush, Yair Litman, Mariana Rossi

Defects can strongly influence the electronic, optical and mechanical properties of 2D materials, making defect stability under different thermodynamic conditions crucial for mater…

cond-mat.mtrl-sci2023★ 18 cited

Stress and heat flux via automatic differentiation

Marcel F. Langer, J. Thorben Frank, Florian Knoop

Machine-learning potentials provide computationally efficient and accurate approximations of the Born-Oppenheimer potential energy surface. This potential determines many materials…

cond-mat.mtrl-sci2023★ 12 cited

Operando Characterization and Molecular Simulations Reveal the Growth Kinetics of Graphene on Liquid Copper during Chemical Vapor Deposition

Valentina Rein, Hao Gao, Hendrik H. Heenen +10

In recent years, liquid metal catalysts have emerged as a compelling choice for the controllable, large-scale, and high-quality synthesis of two-dimensional materials. At present,…

cond-mat.quant-gas2023★ 105 cited

Quantum state manipulation and cooling of ultracold molecules

Tim Langen, Giacomo Valtolina, Dajun Wang +1

An increasingly large variety of molecular species are being cooled down to low energies in recent years, and innovative ideas and powerful techniques continue to emerge to gain ev…

physics.chem-ph2023★ 32 cited

Three-body recombination in physical chemistry

Marjan Mirahmadi, Jesús Pérez-Ríos

Three-body recombination, or ternary association, is a termolecular reaction in which three particles collide, forming a bound state between two, whereas the third escapes freely.…

cond-mat.soft2023★ 15 cited

Imaging Temperature and Thickness of Thin Planar Liquid Water Jets in Vacuum

Tillmann Buttersack, Henrik Haak, Hendrik Bluhm +3

We present spatially resolved measurements of the temperature of a flat liquid water microjet for varying pressures, from vacuum to 100% relative humidity. The entire jet surface i…

cond-mat.str-el2023★ 1 cited

Ultrafast spatiotemporal dynamics of a charge-density wave using femtosecond dark-field momentum microscopy

J. Maklar, P. Walmsley, I. R. Fisher +1

Understanding phase competition and phase separation in quantum materials requires access to the spatiotemporal dynamics of electronic ordering phenomena on a micro- to nanometer l…

physics.chem-ph2023★ 11 cited

Interpreting Ultrafast Electron Transfer on Surfaces with a Converged First-Principles Newns-Anderson Chemisorption Function

Simiam Ghan, Elias Diesen, Christian Kunkel +2

We study the electronic coupling between an adsorbate and a metal surface by calculating tunneling matrix elements H directly from first principles. For this we emplo…

cond-mat.soft2023★ 9 cited

How to measure work functions from aqueous solutions

Michele Pugini, Bruno Credidio, Irina Walter +8

The recent application of concepts from condensed-matter physics to photoelectron spectroscopy (PES) of volatile, liquid-phase systems has enabled the measurement of electronic ene…

physics.atom-ph2023★ 8 cited

Vibrationally Resolved Inner-Shell Photoexcitation of the Molecular Anion C

S. Schippers, P. -M. Hillenbrand, A. Perry-Sassmannshausen +6

Carbon core-hole excitation of the molecular anion C has been experimentally studied at high resolution by employing the photon-ion merged-beams technique at a synchrotr…