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

2.4k citations

Showing 2018Show all

62 papers · 1 filter

cond-mat.mtrl-sci2018★ 33 cited

Hybrid Organic-Inorganic Perovskites as Promising Substrates for Pt Single-Atom Catalysts

Qiang Fu, Claudia Draxl

Single-atom catalysts (SACs) combine the best of two worlds by bridging heterogeneous and homogeneous catalysis. The superior catalytic properties of SACs, however, can hardly be e…

cond-mat.str-el2018★ 27 cited

Excited state band mapping and momentum-resolved ultrafast population dynamics in In/Si(111) nanowires investigated with XUV based time- and angle-resolved photoemission spectroscopy

C. W. Nicholson, M. Puppin, A. Lücke +6

We investigate the excited state electronic structure of the model phase transition system In/Si(111) using femtosecond time- and angle-resolved photoemission spectroscopy (trARPES…

physics.chem-ph2018★ 79 cited

Chemical diversity in molecular orbital energy predictions with kernel ridge regression

Annika Stuke, Milica Todorović, Matthias Rupp +4

Instant machine learning predictions of molecular properties are desirable for materials design, but the predictive power of the methodology is mainly tested on well-known benchmar…

physics.comp-ph2018★ 249 cited

sGDML: Constructing Accurate and Data Efficient Molecular Force Fields Using Machine Learning

Stefan Chmiela, Huziel E. Sauceda, Igor Poltavsky +2

We present an optimized implementation of the recently proposed symmetric gradient domain machine learning (sGDML) model. The sGDML model is able to faithfully reproduce global pot…

cond-mat.mtrl-sci2018★ 64 cited

NOMAD 2018 Kaggle Competition: Solving Materials Science Challenges Through Crowd Sourcing

Christopher Sutton, Luca M. Ghiringhelli, Takenori Yamamoto +7

Machine learning (ML) is increasingly used in the field of materials science, where statistical estimates of computed properties are employed to rapidly examine the chemical space…

cond-mat.mtrl-sci2018★ 56 cited

Two-to-three dimensional transition in neutral gold clusters: the crucial role of van der Waals interactions and temperature

Bryan R. Goldsmith, Jacob Florian, Jin-Xun Liu +6

We predict the structures of neutral gas-phase gold clusters (, = 513) at finite temperatures based on free-energy calculations obtained by replica-exchange ab initio…

cond-mat.mtrl-sci2018★ 1.1k cited

High-entropy high-hardness metal carbides discovered by entropy descriptors

Pranab Sarker, Tyler Harrington, Cormac Toher +6

High-entropy materials have attracted considerable interest due to the combination of useful properties and promising applications. Predicting their formation remains the major hin…

cond-mat.mtrl-sci2018★ 2 cited

Towards the growth of single-crystal boron nitride monolayer on Cu

Li Wang, Xiaozhi Xu, Leining Zhang +21

Atom-layered hexagonal boron nitride (hBN), with excellent stability, flat surface and large bandgap, has been reported to be the best 2D insulator to open up the great possibiliti…

physics.optics2018★ 106 cited

Strong Coupling of Epsilon-Near-Zero Phonon Polaritons in Polar Dielectric Heterostructures

Nikolai Christian Passler, Christopher R. Gubbin, Thomas Graeme Folland +7

We report the first observation of epsilon near zero (ENZ) phonon polaritons in an ultrathin AlN film fully hybridized with surface phonon polaritons (SPhP) supported by the adjace…

cond-mat.mtrl-sci2018★ 8 cited

Quasi-free-standing single-layer WS2 achieved by intercalation

Sanjoy K. Mahatha, Maciej Dendzik, Charlotte E. Sanders +4

Large-area and high-quality single-layer transition metal dichalcogenides can be synthesized by epitaxial growth on single-crystal substrates. An important advantage of this approa…

cond-mat.mes-hall2018

(Meta-)stability and Core-Shell Dynamics of Gold Nanoclusters at Finite Temperature

Diego Guedes-Sobrinho, Weiqi Wang, Ian Hamilton +2

Gold nanoclusters have been the focus of numerous computational studies but an atomistic understanding of their structural and dynamical properties at finite temperature is far fro…

cond-mat.mes-hall2018★ 15 cited

Observation of the nonlinear Wood's anomaly on periodic arrays of nickel nanodimers

Ngoc-Minh Tran, Ioan-Augustin Chioar, Aaron Stein +6

Linear and nonlinear magneto-photonic properties of periodic arrays of nickel nanodimers are governed by the interplay of the (local) optical response of individual nanoparticles a…

cs.MS2018★ 37 cited

Optimizations of the Eigensolvers in the ELPA Library

P. Kus, A. Marek, S. S. Koecher +6

The solution of (generalized) eigenvalue problems for symmetric or Hermitian matrices is a common subtask of many numerical calculations in electronic structure theory or materials…

cond-mat.mtrl-sci2018★ 7 cited

Uncovering the (un-)occupied electronic structure of a buried hybrid interface

S. Vempati, J. -C. Deinert, L. Gierster +10

The energy level alignment at organic/inorganic (o/i) semiconductor interfaces is crucial for any light-emitting or -harvesting functionality. Essential is the access to both occup…

physics.optics2018★ 54 cited

Second Harmonic Generation from Phononic Epsilon-Near-Zero Berreman Modes in Ultrathin Polar Crystal Films

Nikolai Christian Passler, Ilya Razdolski, D. Scott Katzer +4

Immense optical field enhancement was predicted to occur for the Berreman mode in ultrathin films at frequencies in the vicinity of epsilon near zero (ENZ). Here, we report the fir…

cond-mat.mtrl-sci2018

Coordination corrected ab initio formation enthalpies

Rico Friedrich, Demet Usanmaz, Corey Oses +5

The correct calculation of formation enthalpy is one of the enablers of ab-initio computational materials design. For several classes of systems (e.g. oxides) standard density func…

physics.ins-det2018★ 103 cited

Time- and angle-resolved photoemission spectroscopy of solids in the extreme ultraviolet at 500 kHz repetition rate

M. Puppin, Y. Deng, C. W. Nicholson +8

Time- and angle-resolved photoelectron spectroscopy (trARPES) employing a 500 kHz extreme-ultravioled (XUV) light source operating at 21.7 eV probe photon energy is reported. Based…

cond-mat.mtrl-sci2018

Modulation of the Work Function by the Atomic Structure of Strong Organic Electron Acceptors on H-Si(111)

Haiyuan Wang, Sergey V. Levchenko, Thorsten Schultz +3

Advances in hybrid organic/inorganic architectures for optoelectronics can be achieved by understanding how the atomic and electronic degrees of freedom cooperate or compete to yie…

cond-mat.mes-hall2018★ 2 cited

Observation of spin Nernst photocurrents in topological insulators

T. Schumann, N. Meyer, G. Mussler +7

The theoretical prediction of topological insulators in 2007 triggered tremendous interest. They are of fundamental interest because of their topological twist in k-space, which co…

cond-mat.mes-hall2018★ 13 cited

Magneto-optical properties of Au upon the injection of hot spin-polarized electrons across Fe/Au(001) interfaces

A. Alekhin, I. Razdolski, M. Berritta +7

We demonstrate a novel method for the excitation of sizable magneto-optical effects in Au by means of the laser-induced injection of hot spin-polarized electrons in Au/Fe/MgO(001)…

physics.atm-clus2018★ 1 cited

Relative energetics of acetyl-histidine protomers with and without Zn2+ and a benchmark of energy methods

Markus Schneider, Carsten Baldauf

We studied acetylhistidine (AcH), bare or microsolvated with a zinc cation by simulations in isolation. First, a global search for minima of the potential energy surface combining…

physics.comp-ph2018★ 1 cited

Massive-parallel Implementation of the Resolution-of-Identity Coupled-cluster Approaches in the Numeric Atom-centered Orbital Framework for Molecular Systems

Tonghao Shen, Igor Ying Zhang, Matthias Scheffler

We present a massive-parallel implementation of the resolution-of-identity (RI) coupled-cluster approach that includes single, double and perturbatively triple excitations, namely…

physics.atm-clus2018★ 14 cited

Breakdown of the spectator concept in low-electron-energy resonant decay processes

A. Mhamdi, J. Rist, D. Aslitürk +16

We suggest that low energy electrons, released by resonant decay processes, experience substantial scattering on the electron density of excited electrons, which remain a spectator…

physics.chem-ph2018★ 101 cited

Elucidating the NuclearQuantum Dynamics of Intramolecular Double Hydrogen Transfer in Porphycene

Yair Litman, Jeremy O. Richardson, Takashi Kumagai +1

We address the double hydrogen transfer (DHT) dynamics of the porphycene molecule: A complex paradigmatic system where the making and breaking of H-bonds in a highly anharmonic pot…