4.6 Article

Machine-learning integrated glassy defect from an intricate configurational-thermodynamic-dynamic space

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Multidisciplinary Sciences

Universal law for the vibrational density of states of liquids

Alessio Zaccone et al.

Summary: An analytical derivation of the vibrational density of states of liquids, particularly focusing on the low-energy regime, was achieved by considering the presence of infinite purely imaginary modes. The obtained results not only explain the linear frequency term of the DOS in liquids, but also show that the slope increases with the average lifetime of the modes. The analytical results were validated through fitting simulations data for Lennard-Jones liquids and confirmed the Arrhenius law for the average relaxation time of the modes.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2021)

Article Multidisciplinary Sciences

Predicting orientation-dependent plastic susceptibility from static structure in amorphous solids via deep learning

Zhao Fan et al.

Summary: A novel local structure representation combined with deep learning algorithm enables accurate prediction of shear transformations in amorphous solids for different loading orientations with unprecedented accuracy.

NATURE COMMUNICATIONS (2021)

Article Physics, Multidisciplinary

Unveiling the predictive power of static structure in glassy systems

V Bapst et al.

NATURE PHYSICS (2020)

Article Materials Science, Multidisciplinary

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

Zhao Fan et al.

MATERIALS TODAY (2020)

Article Physics, Multidisciplinary

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

Hua Tong et al.

PHYSICAL REVIEW LETTERS (2020)

Article Multidisciplinary Sciences

Uncovering the effects of interface-induced ordering of liquid on crystal growth using machine learning

Rodrigo Freitas et al.

NATURE COMMUNICATIONS (2020)

Article Multidisciplinary Sciences

Anatomy of cage formation in a two-dimensional glass-forming liquid

Bo Li et al.

NATURE (2020)

Article Materials Science, Multidisciplinary

Statistical complexity of potential energy landscape as a dynamic signature of the glass transition

Dong Han et al.

PHYSICAL REVIEW B (2020)

Article Physics, Multidisciplinary

Universal Origin of Boson Peak Vibrational Anomalies in Ordered Crystals and in Amorphous Materials

Matteo Baggioli et al.

PHYSICAL REVIEW LETTERS (2019)

Review Materials Science, Multidisciplinary

Structural heterogeneities and mechanical behavior of amorphous alloys

J. C. Qiao et al.

PROGRESS IN MATERIALS SCIENCE (2019)

Article Multidisciplinary Sciences

Potential energy landscape activations governing plastic flows in glass rheology

Penghui Cao et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2019)

Article Physics, Multidisciplinary

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

J. Yang et al.

PHYSICAL REVIEW LETTERS (2019)

Article Multidisciplinary Sciences

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

Hua Tong et al.

NATURE COMMUNICATIONS (2019)

Review Physics, Applied

Revealing key structural features hidden in liquids and glasses

Hajime Tanaka et al.

NATURE REVIEWS PHYSICS (2019)

Article Multidisciplinary Sciences

Structural predictor for nonlinear sheared dynamics in simple glass-forming liquids

Trond S. Ingebrigtsen et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2018)

Article Physics, Multidisciplinary

Predicting Shear Transformation Events in Metallic Glasses

Bin Xu et al.

PHYSICAL REVIEW LETTERS (2018)

Article Multidisciplinary Sciences

Configuration correlation governs slow dynamics of supercooled metallic liquids

Yuan-Chao Hu et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2018)

Article Physics, Multidisciplinary

Long-Lived Neighbors Determine the Rheological Response of Glasses

M. Laurati et al.

PHYSICAL REVIEW LETTERS (2017)

Article Multidisciplinary Sciences

Local thermal energy as a structural indicator in glasses

Jacques Zylberg et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2017)

Article Materials Science, Multidisciplinary

Correlating the properties of amorphous silicon with its flexibility volume

Zhao Fan et al.

PHYSICAL REVIEW B (2017)

Article Physics, Multidisciplinary

A structural approach to relaxation in glassy liquids

S. S. Schoenholz et al.

NATURE PHYSICS (2016)

Article Physics, Multidisciplinary

Connecting Local Yield Stresses with Plastic Activity in Amorphous Solids

Sylvain Patinet et al.

PHYSICAL REVIEW LETTERS (2016)

Article Physics, Multidisciplinary

Structures of Local Rearrangements in Soft Colloidal Glasses

Xiunan Yang et al.

PHYSICAL REVIEW LETTERS (2016)

Article Multidisciplinary Sciences

Universal structural parameter to quantitatively predict metallic glass properties

Jun Ding et al.

NATURE COMMUNICATIONS (2016)

Article Materials Science, Multidisciplinary

Local inversion-symmetry breaking controls the boson peak in glasses and crystals

R. Milkus et al.

PHYSICAL REVIEW B (2016)

Article Chemistry, Physical

Tuning order in disorder

Evan Ma

NATURE MATERIALS (2015)

Article Physics, Multidisciplinary

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

E. D. Cubuk et al.

PHYSICAL REVIEW LETTERS (2015)

Article Nanoscience & Nanotechnology

First principles phonon calculations in materials science

Atsushi Togo et al.

SCRIPTA MATERIALIA (2015)

Article Multidisciplinary Sciences

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

Y. C. Hu et al.

NATURE COMMUNICATIONS (2015)

Article Multidisciplinary Sciences

Soft spots and their structural signature in a metallic glass

Jun Ding et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2014)

Article Multidisciplinary Sciences

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

Z. Wang et al.

NATURE COMMUNICATIONS (2014)

Article Multidisciplinary Sciences

How thermally activated deformation starts in metallic glass

Yue Fan et al.

NATURE COMMUNICATIONS (2014)

Article Physics, Multidisciplinary

Structural Signature of Plastic Deformation in Metallic Glasses

H. L. Peng et al.

PHYSICAL REVIEW LETTERS (2011)

Review Materials Science, Multidisciplinary

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

Y. Q. Cheng et al.

PROGRESS IN MATERIALS SCIENCE (2011)

Article Computer Science, Artificial Intelligence

LIBSVM: A Library for Support Vector Machines

Chih-Chung Chang et al.

ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY (2011)

Article Chemistry, Physical

Localized soft modes and the supercooled liquid's irreversible passage through its configuration space

Asaph Widmer-Cooper et al.

JOURNAL OF CHEMICAL PHYSICS (2009)

Article Chemistry, Physical

Inhomogeneous flow and fracture of glassy materials

Akira Furukawa et al.

NATURE MATERIALS (2009)

Article Materials Science, Multidisciplinary

Molecular dynamics simulation of diffusion in supercooled Cu-Zr alloys

M. I. Mendelev et al.

PHILOSOPHICAL MAGAZINE (2009)

Article Physics, Multidisciplinary

Irreversible reorganization in a supercooled liquid originates from localized soft modes

Asaph Widmer-Cooper et al.

NATURE PHYSICS (2008)

Article Multidisciplinary Sciences

Structural rearrangements that govern flow in colloidal glasses

Peter Schall et al.

SCIENCE (2007)

Article Physics, Multidisciplinary

Universal nature of particle displacements close to glass and jamming transitions

Pinaki Chaudhuri et al.

PHYSICAL REVIEW LETTERS (2007)

Review Materials Science, Multidisciplinary

Overview No.144 - Mechanical behavior of amorphous alloys

Christopher A. Schuh et al.

ACTA MATERIALIA (2007)

Article Physics, Multidisciplinary

Generalized neural-network representation of high-dimensional potential-energy surfaces

Joerg Behler et al.

PHYSICAL REVIEW LETTERS (2007)

Review Physics, Fluids & Plasmas

Amorphous systems in athermal, quasistatic shear

Craig E. Maloney et al.

PHYSICAL REVIEW E (2006)

Article Multidisciplinary Sciences

Atomic packing and short-to-medium-range order in metallic glasses

HW Sheng et al.

NATURE (2006)

Article Physics, Multidisciplinary

How reproducible are dynamic heterogeneities in a supercooled liquid?

A Widmer-Cooper et al.

PHYSICAL REVIEW LETTERS (2004)

Article Chemistry, Physical

Atomistic basis for the plastic yield criterion of metallic glass

CA Schuh et al.

NATURE MATERIALS (2003)

Review Multidisciplinary Sciences

Supercooled liquids and the glass transition

PG Debenedetti et al.

NATURE (2001)