Machine learning plastic deformation of crystals

Learning local, quenched disorder in plasticity and other crackling noise phenomena

(2018) Stefanos Papanikolaou   npj Computational Materials

Deep neural networks, gradient-boosted trees, random forests: Statistical arbitrage on the S&P 500

(2017) Christopher Krauss et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Avalanches and plastic flow in crystal plasticity: an overview

(2017) Stefanos Papanikolaou et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Machine learning: New tool in the box

(2017) Lenka Zdeborová   Nature Physics

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

The stress statistics of the first pop-in or discrete plastic event in crystal plasticity

(2016) P. M. Derlet et al.   JOURNAL OF APPLIED PHYSICS

Identifying Structural Flow Defects in Disordered Solids Using Machine-Learning Methods

(2015) E. D. Cubuk et al.   PHYSICAL REVIEW LETTERS

Quenched pinning and collective dislocation dynamics

(2015) Markus Ovaska et al.   Scientific Reports

Machine learning applications in cancer prognosis and prediction

(2015) Konstantina Kourou et al.   Computational and Structural Biotechnology Journal

Crackling noise in plasticity

(2014) Mikko J. Alava et al.   European Physical Journal-Special Topics

Avalanches in 2D Dislocation Systems: Plastic Yielding Is Not Depinning

(2014) Péter Dusán Ispánovity et al.   PHYSICAL REVIEW LETTERS

The energetics and interactions of random dislocation walls

(2013) M. Zaiser   PHILOSOPHICAL MAGAZINE LETTERS

Asymmetric X-ray line broadening caused by dislocation polarization induced by external load

(2013) I. Groma et al.   SCRIPTA MATERIALIA

Fast and Accurate Modeling of Molecular Atomization Energies with Machine Learning

(2012) Matthias Rupp et al.   PHYSICAL REVIEW LETTERS

Plasticity in small-sized metallic systems: Intrinsic versus extrinsic size effect

(2011) Julia R. Greer et al.   PROGRESS IN MATERIALS SCIENCE

Plasticity of Micrometer-Scale Single Crystals in Compression

(2009) Michael D. Uchic et al.   Annual Review of Materials Research