Machine learning atomic-scale stiffness in metallic glass

Unveiling the predictive power of static structure in glassy systems

(2020) V. Bapst et al.   Nature Physics

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

(2020) Zhao Fan et al.   Materials Today

Identifying flow defects in amorphous alloys using machine learning outlier detection methods

(2020) Liang Tian et al.   SCRIPTA MATERIALIA

Machine learning-based glass formation prediction in multicomponent alloys

(2020) Xiaodi Liu et al.   ACTA MATERIALIA

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

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

Assessing the utility of structure in amorphous materials

(2019) Dan Wei et al.   JOURNAL OF CHEMICAL PHYSICS

Structural heterogeneities and mechanical behavior of amorphous alloys

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

Potential energy landscape activations governing plastic flows in glass rheology

(2019) Penghui Cao et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

(2019) Qi Wang et al.   Nature Communications

Nanomechanics of slip avalanches in amorphous plasticity

(2018) Penghui Cao et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Spatial correlation of elastic heterogeneity tunes the deformation behavior of metallic glasses

(2018) Neng Wang et al.   npj Computational Materials

A machine learning approach for engineering bulk metallic glass alloys

(2018) Logan Ward et al.   ACTA MATERIALIA

Understanding the mechanisms of amorphous creep through molecular simulation

(2017) Penghui Cao et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

Structure-property relationships from universal signatures of plasticity in disordered solids

(2017) E. D. Cubuk et al.   SCIENCE

Deformation of metallic glasses: Recent developments in theory, simulations, and experiments

(2016) Todd C. Hufnagel et al.   ACTA MATERIALIA

Structural Properties of Defects in Glassy Liquids

(2016) Ekin D. Cubuk et al.   JOURNAL OF PHYSICAL CHEMISTRY B

A structural approach to relaxation in glassy liquids

(2016) S. S. Schoenholz et al.   Nature Physics

Connecting Local Yield Stresses with Plastic Activity in Amorphous Solids

(2016) Sylvain Patinet 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

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

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

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

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

Strain-rate and temperature dependence of yield stress of amorphous solids via a self-learning metabasin escape algorithm

(2014) Penghui Cao et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

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

Structural Signature of Plastic Deformation in Metallic Glasses

(2011) H. L. Peng 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

Correlation between the elastic modulus and the intrinsic plastic behavior of metallic glasses: The roles of atomic configuration and alloy composition

(2009) Y.Q. Cheng et al.   ACTA MATERIALIA

Molecular dynamics simulation of diffusion in supercooled Cu–Zr alloys

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

Irreversible reorganization in a supercooled liquid originates from localized soft modes

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