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

2.4k citations

Showing 2016 · cond-mat.mtrl-sciShow all

14 papers · 2 filters

cond-mat.mtrl-sci2016★ 122 cited

Uncovering structure-property relationships of materials by subgroup discovery

B. R. Goldsmith, M. Boley, J. Vreeken +2

Subgroup discovery (SGD) is presented here as a data-mining approach to help find interpretable local patterns, correlations, and descriptors of a target property in materials-scie…

cond-mat.mtrl-sci2016★ 137 cited

Learning physical descriptors for materials science by compressed sensing

Luca M. Ghiringhelli, Jan Vybiral, Emre Ahmetcik +4

The availability of big data in materials science offers new routes for analyzing materials properties and functions and achieving scientific understanding. Finding structure in th…

cond-mat.mtrl-sci2016★ 44 cited

Parametric frequency mixing in the magneto-elastically driven FMR-oscillator

C. L. Chang, A. M. Lomonosov, J. Janusonis +3

We demonstrate the nonlinear frequency conversion of ferromagnetic resonance (FMR) frequency by optically excited elastic waves in a thin metallic film on dielectric substrates. Ti…

cond-mat.mtrl-sci2016★ 68 cited

Lattice Dynamics Calculations based on Density-functional Perturbation Theory in Real Space

Honghui Shang, Christian Carbogno, Patrick Rinke +1

A real-space formalism for density-functional perturbation theory (DFPT) is derived and applied for the computation of harmonic vibrational properties in molecules and solids. The…

cond-mat.mtrl-sci2016★ 36 cited

Towards efficient orbital-dependent density functionals for weak and strong correlation

Igor Ying Zhang, Patrick Rinke, John P. Perdew +1

We present a new paradigm for the design of exchange-correlation functionals in density-functional theory. Electron pairs are correlated explicitly by means of the recently develop…

cond-mat.mtrl-sci2016★ 140 cited

Ab initio Green-Kubo Approach for the Thermal Conductivity of Solids

Christian Carbogno, Rampi Ramprasad, Matthias Scheffler

We herein present a first-principles formulation of the Green-Kubo method that allows the accurate assessment of the non-radiative thermal conductivity of solid semiconductors and…

cond-mat.mtrl-sci2016★ 633 cited

Understanding Band Gaps of Solids in Generalized Kohn-Sham Theory

John P. Perdew, Weitao Yang, Kieron Burke +11

The fundamental energy gap of a periodic solid distinguishes insulators from metals and characterizes low-energy single-electron excitations. But the gap in the band-structure of t…

cond-mat.mtrl-sci2016★ 54 cited

Coherent and Incoherent Structural Dynamics in Laser-Excited Antimony

Lutz Waldecker, Tobias Zier, Thomas Vasileiadis +5

We investigate the excitation of phonons in photoexcited antimony and demonstrate that the entire electron-lattice interactions, in particular coherent and incoherent electron-phon…

cond-mat.mtrl-sci2016★ 37 cited

Effects of Crystal Anisotropy on Optical Phonon Resonances in the Mid-Infrared Second Harmonic Response of SiC

Alexander Paarmann, Ilya Razdolski, Sandy Gewinner +2

We study the effects of crystal anisotropy on optical phonon resonances in the second harmonic generation (SHG) from silicon carbide (SiC) in its Reststrahl region. By comparing ex…

cond-mat.mtrl-sci2016★ 2 cited

Towards a Common Format for Computational Material Science Data

Luca M. Ghiringhelli, Christian Carbogno, Sergey Levchenko +5

Information and data exchange is an important aspect of scientific progress. In computational materials science, a prerequisite for smooth data exchange is standardization, which m…

cond-mat.mtrl-sci2016★ 161 cited

Adsorption structures and energetics of molecules on metal surfaces: Bridging experiment and theory

Reinhard J. Maurer, Victor G. Ruiz, Javier Camarillo-Cisneros +4

Adsorption geometry and stability of organic molecules on surfaces are key parameters that determine the observable properties and functions of hybrid inorganic/organic systems (HI…

cond-mat.mtrl-sci2016★ 18 cited

Wave-function inspired density functional applied to the H/H challenge

Igor Ying Zhang, Patrick Rinke, Matthias Scheffler

We start from the Bethe-Goldstone equation (BGE) to derive a simple orbital-dependent correlation functional -- BGE2 -- which terminates the BGE expansion at the second-order, but…

cond-mat.mtrl-sci2016★ 34 cited

Thermal and electronic fluctuations of flexible adsorbed molecules: Azobenzene on Ag(111)

Reinhard J. Maurer, Wei Liu, Igor Poltavsky +4

We investigate the thermal and electronic collective fluctuations that contribute to the finite-temperature adsorption properties of flexible adsorbates on surfaces on the example…

cond-mat.mtrl-sci2016★ 67 cited

Ultrafast Magnetoelastic Probing of Surface Acoustic Transients

J. Janušonis, C. L. Chang, T. Jansma +6

We generate in-plane magnetoelastic waves in nickel films using the all-optical transient grating technique. When performed on amorphous glass substrates, two dominant magnetoelast…