Unsupervised machine learning study on structural signature of glass transition in metallic glass-forming liquids

Identifying packing features of atoms with distinct dynamic behaviors in metallic glass by machine-learning method

(2021) Yicheng Wu et al.   Science China-Materials

Inverse design of glass structure with deep graph neural networks

(2021) Qi Wang et al.   Nature Communications

Common structural basis of short- and long-time relaxation dynamics in metallic glass-forming liquids

(2021) J.Q. Wu et al.   COMPUTATIONAL MATERIALS SCIENCE

Percolation transitions in compressed SiO2 glasses

(2021) A. Hasmy et al.   NATURE

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

Heterogeneous Activation, Local Structure, and Softness in Supercooled Colloidal Liquids

(2019) Xiaoguang Ma et al.   PHYSICAL REVIEW LETTERS

Short-range order structure motifs learned from an atomistic model of a Zr50Cu45Al5 metallic glass

(2019) Jason J. Maldonis et al.   ACTA 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

Glass Transition in Supercooled Liquids with Medium-Range Crystalline Order

(2018) Indrajit Tah et al.   PHYSICAL REVIEW LETTERS

Block Analysis for the Calculation of Dynamic and Static Length Scales in Glass-Forming Liquids

(2017) Saurish Chakrabarty et al.   PHYSICAL REVIEW LETTERS

Disconnecting structure and dynamics in glassy thin films

(2017) Daniel M. Sussman 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

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

Short-Time Beta Relaxation in Glass-Forming Liquids Is Cooperative in Nature

(2016) Smarajit Karmakar et al.   PHYSICAL REVIEW LETTERS

Critical scaling of icosahedral medium-range order in CuZr metallic glass-forming liquids

(2016) Z. W. Wu et al.   Scientific Reports

Atomic-scale dynamics of a model glass-forming metallic liquid: Dynamical crossover, dynamical decoupling, and dynamical clustering

(2015) Abhishek Jaiswal et al.   PHYSICAL REVIEW B

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

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

The role of local structure in dynamical arrest

(2015) C. Patrick Royall et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

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

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

Order parameter for structural heterogeneity in disordered solids

(2014) Hua Tong et al.   PHYSICAL REVIEW E

Growing Length Scales and Their Relation to Timescales in Glass-Forming Liquids

(2014) Smarajit Karmakar et al.   Annual Review of Condensed Matter Physics

Decorrelation of the static and dynamic length scales in hard-sphere glass formers

(2013) Patrick Charbonneau et al.   PHYSICAL REVIEW E

Bond orientational order in liquids: Towards a unified description of water-like anomalies, liquid-liquid transition, glass transition, and crystallization

(2012) Hajime Tanaka   EUROPEAN PHYSICAL JOURNAL E

Relating Dynamic Properties to Atomic Structure in Metallic Glasses

(2012) H. W. Sheng et al.   JOM

Communication: Correlation of the instantaneous and the intermediate-time elasticity with the structural relaxation in glassforming systems

(2012) F. Puosi et al.   JOURNAL OF CHEMICAL PHYSICS

Development of interatomic potentials appropriate for simulation of liquid and glass properties of NiZr2 alloy

(2012) M.I. Mendelev et al.   PHILOSOPHICAL MAGAZINE

Short-range structural signature of excess specific heat and fragility of metallic-glass-forming supercooled liquids

(2012) Jun Ding et al.   PHYSICAL REVIEW B

Geometrical Frustration and Static Correlations in a Simple Glass Former

(2012) Benoit Charbonneau et al.   PHYSICAL REVIEW LETTERS

Growing Point-to-Set Length Scale Correlates with Growing Relaxation Times in Model Supercooled Liquids

(2012) Glen M. Hocky et al.   PHYSICAL REVIEW LETTERS

Non-monotonic temperature evolution of dynamic correlations in glass-forming liquids

(2011) Walter Kob et al.   Nature Physics

Structural Signature of Plastic Deformation in Metallic Glasses

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

Effect of local structures and atomic packing on glass forming ability in CuxZr100−x metallic glasses

(2010) H. L. Peng et al.   APPLIED PHYSICS LETTERS

Atomic size and chemical effects on the local order ofZr2M(M=Co, Ni, Cu, and Ag) binary liquids

(2010) Li Huang et al.   PHYSICAL REVIEW B

Formation of a crystal nucleus from liquid

(2010) T. Kawasaki et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

Structural heterogeneity and medium-range order inZrxCu100−xmetallic glasses

(2009) Maozhi Li et al.   PHYSICAL REVIEW B

Atomic Level Structure in Multicomponent Bulk Metallic Glass

(2009) Y. Q. Cheng et al.   PHYSICAL REVIEW LETTERS

Growing length and time scales in glass-forming liquids

(2009) S. Karmakar et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Thermodynamic signature of growing amorphous order in glass-forming liquids

(2008) G. Biroli et al.   Nature Physics

Relationship between structure, dynamics, and mechanical properties in metallic glass-forming alloys

(2008) Y. Q. Cheng et al.   PHYSICAL REVIEW B