Related references
Note: Only part of the references are listed.Machine learned interatomic potentials using random features
Gurjot Dhaliwal et al.
NPJ COMPUTATIONAL MATERIALS (2022)
E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials
Simon Batzner et al.
NATURE COMMUNICATIONS (2022)
Ab Initio Simulation of Amorphous Graphite
R. Thapa et al.
PHYSICAL REVIEW LETTERS (2022)
A fourth-generation high-dimensional neural network potential with accurate electrostatics including non-local charge transfer
Tsz Wai Ko et al.
NATURE COMMUNICATIONS (2021)
Four Generations of High-Dimensional Neural Network Potentials
Joerg Behler
CHEMICAL REVIEWS (2021)
Ten Open Questions about Laser-Induced Periodic Surface Structures
Joern Bonse et al.
NANOMATERIALS (2021)
High-dimensional neural network potentials for magnetic systems using spin-dependent atom-centered symmetry functions
Marco Eckhoff et al.
NPJ COMPUTATIONAL MATERIALS (2021)
Self-Learning Method for Construction of Analytical Interatomic Potentials to Describe Laser-Excited Materials
Bernd Bauerhenne et al.
PHYSICAL REVIEW LETTERS (2020)
Incorporating Electronic Information into Machine Learning Potential Energy Surfaces via Approaching the Ground-State Electronic Energy as a Function of Atom-Based Electronic Populations
Xiaowei Xie et al.
JOURNAL OF CHEMICAL THEORY AND COMPUTATION (2020)
Voxelized Atomic Structure Potentials: Predicting Atomic Forces with the Accuracy of Quantum Mechanics Using Convolutional Neural Networks
Matthew C. Barry et al.
JOURNAL OF PHYSICAL CHEMISTRY LETTERS (2020)
Machine Learning Interatomic Potentials as Emerging Tools for Materials Science
Volker L. Deringer et al.
ADVANCED MATERIALS (2019)
Extending the accuracy of the SNAP interatomic potential form
Mitchell A. Wood et al.
JOURNAL OF CHEMICAL PHYSICS (2018)
Two mechanisms of nanoparticle generation in picosecond laser ablation in liquids: the origin of the bimodal size distribution
Cheng-Yu Shih et al.
NANOSCALE (2018)
Probing dynamics in quantum materials with femtosecond X-rays
Michele Buzzi et al.
NATURE REVIEWS MATERIALS (2018)
Molecular Dynamics Simulation for All
Scott A. Hollingsworth et al.
NEURON (2018)
Melting Si: Beyond Density Functional Theory
Florian Dorner et al.
PHYSICAL REVIEW LETTERS (2018)
Simulating electronically driven structural changes in silicon with two-temperature molecular dynamics
Robert Darkins et al.
PHYSICAL REVIEW B (2018)
Active learning of linearly parametrized interatomic potentials
Evgeny V. Podryabinkin et al.
COMPUTATIONAL MATERIALS SCIENCE (2017)
Multi-fidelity machine learning models for accurate bandgap predictions of solids
G. Pilania et al.
COMPUTATIONAL MATERIALS SCIENCE (2017)
Coherent and incoherent structural dynamics in laser-excited antimony
Lutz Waldecker et al.
PHYSICAL REVIEW B (2017)
MOMENT TENSOR POTENTIALS: A CLASS OF SYSTEMATICALLY IMPROVABLE INTERATOMIC POTENTIALS
Alexander V. Shapeev
MULTISCALE MODELING & SIMULATION (2016)
High-Dimensional Neural Network Potentials for Organic Reactions and an Improved Training Algorithm
Michael Gastegger et al.
JOURNAL OF CHEMICAL THEORY AND COMPUTATION (2015)
Spectral neighbor analysis method for automated generation of quantum-accurate interatomic potentials
A. P. Thompson et al.
JOURNAL OF COMPUTATIONAL PHYSICS (2015)
Interatomic potentials for ionic systems with density functional accuracy based on charge densities obtained by a neural network
S. Alireza Ghasemi et al.
PHYSICAL REVIEW B (2015)
Density functional theory: Its origins, rise to prominence, and future
R. O. Jones
REVIEWS OF MODERN PHYSICS (2015)
Ultrafast laser processing of materials: a review
Katherine C. Phillips et al.
ADVANCES IN OPTICS AND PHOTONICS (2015)
Experimental and Theoretical Investigation of Periodic Nanostructuring of Au with Ultrashort UV Laser Pulses near the Damage Threshold
D. S. Ivanov et al.
PHYSICAL REVIEW APPLIED (2015)
Femtosecond-laser-induced bond breaking and structural modifications in silicon, TiO2, and defective graphene: an ab initio molecular dynamics study
Eeuwe S. Zijlstra et al.
APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING (2014)
Microscopic mechanisms of laser spallation and ablation of metal targets from large-scale molecular dynamics simulations
Chengping Wu et al.
APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING (2014)
Silicon before the bonds break
Tobias Zier et al.
APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING (2014)
Next generation interatomic potentials for condensed systems
Christopher Michael Handley et al.
EUROPEAN PHYSICAL JOURNAL B (2014)
Ultrafast structural phenomena: theory of phonon frequency changes and simulations with code for highly excited valence electron systems
Naira S. Grigoryan et al.
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS (2014)
Ultrafast lasers-reliable tools for advanced materials processing
Koji Sugioka et al.
LIGHT-SCIENCE & APPLICATIONS (2014)
Fractional Diffusion in Silicon
Eeuwe S. Zijlstra et al.
ADVANCED MATERIALS (2013)
Considerations for choosing and using force fields and interatomic potentials in materials science and engineering
Chandler A. Becker et al.
CURRENT OPINION IN SOLID STATE & MATERIALS SCIENCE (2013)
Recent advances in fibre lasers for nonlinear microscopy
C. Xu et al.
NATURE PHOTONICS (2013)
Physics of ultra-short laser interaction with matter: From phonon excitation to ultimate transformations
E. G. Gamaly et al.
PROGRESS IN QUANTUM ELECTRONICS (2013)
A neural network potential-energy surface for the water dimer based on environment-dependent atomic energies and charges
Tobias Morawietz et al.
JOURNAL OF CHEMICAL PHYSICS (2012)
High-dimensional neural network potentials for metal surfaces: A prototype study for copper
Nongnuch Artrith et al.
PHYSICAL REVIEW B (2012)
The Role of Asymmetric Excitation in Self-organized Nanostructure Formation upon Femtosecond Laser Ablation
Juergen Reif et al.
INTERNATIONAL SYMPOSIUM ON HIGH POWER LASER ABLATION 2012 (2012)
Molecular dynamics simulations and drug discovery
Jacob D. Durrant et al.
BMC BIOLOGY (2011)
Thermodynamics and kinetics of silicon under conditions of strong electronic excitation
Lalit Shokeen et al.
JOURNAL OF APPLIED PHYSICS (2011)
Atom-centered symmetry functions for constructing high-dimensional neural network potentials
Joerg Behler
JOURNAL OF CHEMICAL PHYSICS (2011)
High-dimensional neural-network potentials for multicomponent systems: Applications to zinc oxide
Nongnuch Artrith et al.
PHYSICAL REVIEW B (2011)
Gaussian Approximation Potentials: The Accuracy of Quantum Mechanics, without the Electrons
Albert P. Bartok et al.
PHYSICAL REVIEW LETTERS (2010)
Surgical applications of femtosecond lasers
Samuel H. Chung et al.
JOURNAL OF BIOPHOTONICS (2009)
Optimized Gaussian basis sets for Goedecker-Teter-Hutter pseudopotentials
Eeuwe S. Zijlstra et al.
MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2009)
Electronic acceleration of atomic motions and disordering in bismuth
German Sciaini et al.
NATURE (2009)
Directly Observing Squeezed Phonon States with Femtosecond X-Ray Diffraction
S. L. Johnson et al.
PHYSICAL REVIEW LETTERS (2009)
The mechanism of nanobump formation in femtosecond pulse laser nanostructuring of thin metal films
Dmitriy S. Ivanov et al.
APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING (2008)
Metadynamics simulations of the high-pressure phases of silicon employing a high-dimensional neural network potential
Joerg Behler et al.
PHYSICAL REVIEW LETTERS (2008)
Generalized neural-network representation of high-dimensional potential-energy surfaces
Joerg Behler et al.
PHYSICAL REVIEW LETTERS (2007)
Ultrafast bond softening in bismuth:: Mapping a solid's interatomic potential with X-rays
D. M. Fritz et al.
SCIENCE (2007)
Self-organized pattern formation upon femtosecond laser ablation by circularly polarized light
Olga Varlamova et al.
APPLIED SURFACE SCIENCE (2006)
A nested molecule-independent neural network approach for high-quality potential fits
S Manzhos et al.
JOURNAL OF PHYSICAL CHEMISTRY A (2006)
Effect of intense laser irradiation on the lattice stability of semiconductors and metals
V Recoules et al.
PHYSICAL REVIEW LETTERS (2006)
Representing high-dimensional potential-energy surfaces for reactions at surfaces by neural networks
S Lorenz et al.
CHEMICAL PHYSICS LETTERS (2004)
The birth of a quasiparticle in silicon observed in time-frequency space
M Hase et al.
NATURE (2003)
Exchange-correlation energy and the phase diagram of Si -: art. no. 205212
D Alfè et al.
PHYSICAL REVIEW B (2003)
Combined atomistic-continuum modeling of short-pulse laser melting and disintegration of metal films
DS Ivanov et al.
PHYSICAL REVIEW B (2003)
Laser-induced ferroelectric structural order in an organic charge-transfer crystal
E Collet et al.
SCIENCE (2003)
Measurement of high temperature heat content of silicon by drop calorimetry
K Yamaguchi et al.
JOURNAL OF THERMAL ANALYSIS AND CALORIMETRY (2002)
Femtosecond structural dynamics in VO2 during an ultrafast solid-solid phase transition -: art. no. 237401
A Cavalleri et al.
PHYSICAL REVIEW LETTERS (2001)