Gaussian process regression for materials and molecules

VL Deringer, AP Bartók, N Bernstein… - Chemical …, 2021 - ACS Publications
We provide an introduction to Gaussian process regression (GPR) machine-learning
methods in computational materials science and chemistry. The focus of the present review …

Hydrogen in semiconductors

CG Van de Walle, J Neugebauer - Annu. Rev. Mater. Res., 2006 - annualreviews.org
▪ Abstract Hydrogen strongly affects the properties of electronic materials. Interstitial
monatomic hydrogen is always electrically active and usually counteracts the prevailing …

Ab initio molecular-dynamics simulation of the liquid-metal–amorphous-semiconductor transition in germanium

G Kresse, J Hafner - Physical Review B, 1994 - APS
We present ab initio quantum-mechanical molecular-dynamics simulations of the liquid-
metal–amorphous-semiconductor transition in Ge. Our simulations are based on (a) finite …

Luminescence and recombination in hydrogenated amorphous silicon

RA Street - Advances in physics, 1981 - Taylor & Francis
Luminescence and related investigations of recombination in hydrogenated amorphous
silicon prepared by glow discharge and sputtering are described. Emphasis is given to a …

[КНИГА][B] Atomic and electronic structure of solids

E Kaxiras - 2003 - ui.adsabs.harvard.edu
Abstract Preface; Acknowledgements; Part I. Crystalline Solids: 1. Atomic structure of
crystals; 2. The single-particle approximation; 3. Electrons in crystal potential; 4. Band …

Ion-beam-induced amorphization and recrystallization in silicon

L Pelaz, LA Marqués, J Barbolla - Journal of applied physics, 2004 - pubs.aip.org
Ion-beam-induced amorphization in Si has attracted significant interest since the beginning
of the use of ion implantation for the fabrication of Si devices. A number of theoretical …

An interface clusters mixture model for the structure of amorphous silicon monoxide (SiO)

A Hohl, T Wieder, PA Van Aken, TE Weirich… - Journal of Non …, 2003 - Elsevier
The present state of research on the structure of amorphous silicon monoxide (SiO) is
reviewed. The black, coal-like modification of bulk SiO is studied by a combination of …

Structural relaxation and defect annihilation in pure amorphous silicon

S Roorda, WC Sinke, JM Poate, DC Jacobson… - Physical review B, 1991 - APS
Thick amorphous Si layers have been prepared by MeV self-ion-implantation and the
thermodynamic and structural properties examined by calorimetry, Raman-spectroscopy …

The defect density in amorphous silicon

M Stutzmann - Philosophical Magazine B, 1989 - Taylor & Francis
The correlation between the density of dangling-bond defects and the slope of the Urbach
tail in hydrogenated amorphous silicon is examined. It is shown that this correlation can be …

Structural, Dymanical, and Electronic Properties of Amorphous Silicon: An ab initio Molecular-Dynamics Study

R Car, M Parrinello - Physical review letters, 1988 - APS
An amorphous silicon structure is obtained with a computer simulation based on a new
moleculardynamics technique in which the interatomic potential is derived from a parameter …