Machine learning atomic dynamics to unfold the origin of plasticity in metallic glasses: From thermo- to acousto-plastic flow

Structural topological signature of high-temperature non-Arrhenius crossover in metallic glass-forming liquids

(2021) Nannan Ren et al.   SCRIPTA MATERIALIA

Rational design of chemically complex metallic glasses by hybrid modeling guided machine learning

(2021) Z. Q. Zhou et al.   npj Computational Materials

Machine learning atomic-scale stiffness in metallic glass

(2021) Zheng-Han Peng et al.   Extreme Mechanics Letters

Machine learning bridges local static structure with multiple properties in metallic glasses

(2020) Zhao Fan et al.   Materials Today

Role of Attractive Interactions in Structure Ordering and Dynamics of Glass-Forming Liquids

(2020) Hua Tong et al.   PHYSICAL REVIEW LETTERS

Deformation behavior of annealed Cu64Zr36 metallic glass via molecular dynamics simulations

(2020) Xingxing Yue et al.   MATERIALS & DESIGN

Machine learning-based glass formation prediction in multicomponent alloys

(2020) Xiaodi Liu et al.   ACTA MATERIALIA

Physical origin of glass formation from multicomponent systems

(2020) Yuan-Chao Hu et al.   Science Advances

Predicting the propensity for thermally activated β events in metallic glasses via interpretable machine learning

(2020) Qi Wang et al.   npj Computational Materials

Ultrasonic plasticity of metallic glass near room temperature

(2020) X. Li et al.   Applied Materials Today

Structural Parameter of Orientational Order to Predict the Boson Vibrational Anomaly in Glasses

(2019) J. Yang et al.   PHYSICAL REVIEW LETTERS

Structural heterogeneities and mechanical behavior of amorphous alloys

(2019) J.C. Qiao et al.   PROGRESS IN MATERIALS SCIENCE

Fast surface dynamics enabled cold joining of metallic glasses

(2019) Jiang Ma et al.   Science Advances

Atomic-scale origin of shear band multiplication in heterogeneous metallic glasses

(2019) D. Şopu et al.   SCRIPTA MATERIALIA

Structural order as a genuine control parameter of dynamics in simple glass formers

(2019) Hua Tong et al.   Nature Communications

A transferable machine-learning framework linking interstice distribution and plastic heterogeneity in metallic glasses

(2019) Qi Wang et al.   Nature Communications

“Softness” as the structural origin of plasticity in disordered solids: a quantitative insight from machine learning

(2018) Xiaodi Liu et al.   Science China-Materials

Stress-augmented thermal activation: Tribology feels the force

(2018) Hugh Spikes   Friction

Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments

(2018) Fang Ren et al.   Science Advances

Unusual vortex-like atomic motion observed for viscoelasticity in metallic glass

(2018) X.D. Liu et al.   COMPUTATIONAL MATERIALS SCIENCE

Nanometer-scale gradient atomic packing structure surrounding soft spots in metallic glasses

(2018) Binbin Wang et al.   npj Computational Materials

Machine Learning Approach for Prediction and Understanding of Glass-Forming Ability

(2017) Y. T. Sun et al.   Journal of Physical Chemistry Letters

Relaxation processes and physical aging in metallic glasses

(2017) B Ruta et al.   JOURNAL OF PHYSICS-CONDENSED MATTER

Universal secondary relaxation and unusual brittle-to-ductile transition in metallic glasses

(2017) Q. Wang et al.   Materials Today

Local thermal energy as a structural indicator in glasses

(2017) Jacques Zylberg et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The kinetic origin of delayed yielding in metallic glasses

(2016) Y. F. Ye et al.   APPLIED PHYSICS LETTERS

Molecular dynamics study of structural formation in Cu50–Zr50 bulk metallic glass

(2016) Alireza Foroughi et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Divergence of Voronoi Cell Anisotropy Vector: A Threshold-Free Characterization of Local Structure in Amorphous Materials

(2016) Jennifer M. Rieser et al.   PHYSICAL REVIEW LETTERS

Structures of Local Rearrangements in Soft Colloidal Glasses

(2016) Xiunan Yang et al.   PHYSICAL REVIEW LETTERS

Universal structural parameter to quantitatively predict metallic glass properties

(2016) Jun Ding et al.   Nature Communications

A general-purpose machine learning framework for predicting properties of inorganic materials

(2016) Logan Ward et al.   npj Computational Materials

Tuning order in disorder

(2015) Evan Ma   NATURE MATERIALS

Crystal-Like Rearrangements of Icosahedra in Simulated Copper-Zirconium Metallic Glasses and their Effect on Mechanical Properties

(2015) J. Zemp et al.   PHYSICAL REVIEW LETTERS

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

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

Unusual fast secondary relaxation in metallic glass

(2015) Q. Wang et al.   Nature Communications

Five-fold symmetry as indicator of dynamic arrest in metallic glass-forming liquids

(2015) Y. C. Hu et al.   Nature Communications

Soft spots and their structural signature in a metallic glass

(2014) Jun Ding et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Evolution of hidden localized flow during glass-to-liquid transition in metallic glass

(2014) Z. Wang et al.   Nature Communications

How thermally activated deformation starts in metallic glass

(2014) Yue Fan et al.   Nature Communications

Geometric Frustration of Icosahedron in Metallic Glasses

(2013) A. Hirata et al.   SCIENCE

Brownian motion in a viscoelastic medium modelled by a Jeffreys fluid

(2013) Yuriy L. Raikher et al.   Soft Matter

Fractal growth of the dense-packing phase in annealed metallic glass imaged by high-resolution atomic force microscopy

(2012) Y. Yang et al.   ACTA MATERIALIA

Theory of Brownian motion in a Jeffreys fluid

(2011) Yu. L. Raikher et al.   JOURNAL OF EXPERIMENTAL AND THEORETICAL PHYSICS

Structural Signature of Plastic Deformation in Metallic Glasses

(2011) H. L. Peng et al.   PHYSICAL REVIEW LETTERS

The elastic properties, elastic models and elastic perspectives of metallic glasses

(2011) Wei Hua Wang   PROGRESS IN MATERIALS SCIENCE

Atomistic free-volume zones and inelastic deformation of metallic glasses

(2010) J. C. Ye et al.   NATURE MATERIALS

Stress-Temperature Scaling for Steady-State Flow in Metallic Glasses

(2010) Pengfei Guan et al.   PHYSICAL REVIEW LETTERS

Atomic-level structure and structure–property relationship in metallic glasses

(2010) Y.Q. Cheng et al.   PROGRESS IN MATERIALS SCIENCE

Development of suitable interatomic potentials for simulation of liquid and amorphous Cu–Zr alloys

(2009) M.I. Mendelev et al.   PHILOSOPHICAL MAGAZINE

Distribution of Thermally Activated Plastic Events in a Flowing Glass

(2009) David Rodney et al.   PHYSICAL REVIEW LETTERS

Irreversible reorganization in a supercooled liquid originates from localized soft modes

(2008) Asaph Widmer-Cooper et al.   Nature Physics