Unsupervised machine learning for detection of phase transitions in off-lattice systems. I. Foundations

Machine learning for crystal identification and discovery

(2018) Matthew Spellings et al.   AICHE JOURNAL

Machine learning of frustrated classical spin models (II): Kernel principal component analysis

(2018) Ce Wang et al.   Frontiers of Physics

Unsupervised machine learning for detection of phase transitions in off-lattice systems. II. Applications

(2018) R. B. Jadrich et al.   JOURNAL OF CHEMICAL PHYSICS

Machine learning and data science in soft materials engineering

(2017) Andrew L Ferguson   JOURNAL OF PHYSICS-CONDENSED MATTER

Nonlinear machine learning in simulations of soft and biological materials

(2017) J. Wang et al.   MOLECULAR SIMULATION

Learning phase transitions by confusion

(2017) Evert P. L. van Nieuwenburg et al.   Nature Physics

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Machine learning for autonomous crystal structure identification

(2017) Wesley F. Reinhart et al.   Soft Matter

Scalable Metropolis Monte Carlo for simulation of hard shapes

(2016) Joshua A. Anderson et al.   COMPUTER PHYSICS COMMUNICATIONS

An introduction to the statistical physics of active matter: motility-induced phase separation and the “generic instability” of active gels

(2016) Davide Marenduzzo   European Physical Journal-Special Topics

On the formation of equilibrium gels via a macroscopic bond limitation

(2016) B. A. Lindquist et al.   JOURNAL OF CHEMICAL PHYSICS

Equilibrium Phase Behavior of the Square-Well Linear Microphase-Forming Model

(2016) Yuan Zhuang et al.   JOURNAL OF PHYSICAL CHEMISTRY B

Robust structural identification via polyhedral template matching

(2016) Peter Mahler Larsen et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Active Particles in Complex and Crowded Environments

(2016) Clemens Bechinger et al.   REVIEWS OF MODERN PHYSICS

Strong scaling of general-purpose molecular dynamics simulations on GPUs

(2015) Jens Glaser et al.   COMPUTER PHYSICS COMMUNICATIONS

Nonequilibrium structure of colloidal dumbbells under oscillatory shear

(2015) Nils Heptner et al.   PHYSICAL REVIEW E

Topological framework for local structure analysis in condensed matter

(2015) Emanuel A. Lazar et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Computing the phase diagram of binary mixtures: A patchy particle case study

(2013) Lorenzo Rovigatti et al.   JOURNAL OF CHEMICAL PHYSICS

Hard-disk equation of state: First-order liquid-hexatic transition in two dimensions with three simulation methods

(2013) Michael Engel et al.   PHYSICAL REVIEW E

Driving self-assembly and emergent dynamics in colloidal suspensions by time-dependent magnetic fields

(2013) James E Martin et al.   REPORTS ON PROGRESS IN PHYSICS

Emergent colloidal dynamics in electromagnetic fields

(2013) Jure Dobnikar et al.   Soft Matter

Oscillatory shear-induced 3D crystalline order in colloidal hard-sphere fluids

(2012) T. H. Besseling et al.   Soft Matter

Two-Step Melting in Two Dimensions: First-Order Liquid-Hexatic Transition

(2011) Etienne P. Bernard et al.   PHYSICAL REVIEW LETTERS

Phase behavior of polydisperse spheres: Simulation strategies and an application to the freezing transition

(2010) Nigel B. Wilding et al.   JOURNAL OF CHEMICAL PHYSICS

Visualization and analysis of atomistic simulation data with OVITO–the Open Visualization Tool

(2009) Alexander Stukowski   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

General purpose molecular dynamics simulations fully implemented on graphics processing units

(2008) Joshua A. Anderson et al.   JOURNAL OF COMPUTATIONAL PHYSICS