Machine learning modeling for the prediction of plastic properties in metallic glasses

Species Content Effect on the Rejuvenation Degree of CuZr Metallic Glasses Under Thermal-Pressure Treatments

(2022) Nicolás Amigo et al.   METALS AND MATERIALS INTERNATIONAL

Inverse design of 3d molecular structures with conditional generative neural networks

(2022) Niklas W. A. Gebauer et al.   Nature Communications

Compositional dependence of the fragility in metallic glass forming liquids

(2022) Sebastian A. Kube et al.   Nature Communications

Research on metallic glasses at the atomic scale: a systematic review

(2022) Nicolás Amigo et al.   SN Applied Sciences

Machine-learning interatomic potentials for materials science

(2021) Y. Mishin   ACTA MATERIALIA

Effect of the atomic construction and preparation procedure on the deformation behaviour of CuZr metallic glasses

(2021) N. Amigo   MOLECULAR SIMULATION

Machine learning assisted prediction of mechanical properties of graphene/aluminium nanocomposite based on molecular dynamics simulation

(2021) Jun Liu et al.   MATERIALS & DESIGN

Thermal-pressure treatment for tuning the atomic structure of metallic glass Cu-Zr

(2020) Mingzi Wang et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Extraction of mechanical properties of materials through deep learning from instrumented indentation

(2020) Lu Lu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deformation behavior of annealed Cu64Zr36 metallic glass via molecular dynamics simulations

(2020) Xingxing Yue et al.   MATERIALS & DESIGN

Prediction of Mechanical Properties by Artificial Neural Networks to Characterize the Plastic Behavior of Aluminum Alloys

(2020) David Merayo et al.   Materials

Machine learning-assisted discovery of strong and conductive Cu alloys: Data mining from discarded experiments and physical features

(2020) Qingkun Zhao et al.   MATERIALS & DESIGN

Temperature-dependent deformation behavior of a CuZr-based bulk metallic glass composite

(2020) Songshan Jiang et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Applications of machine learning in drug discovery and development

(2019) Jessica Vamathevan et al.   NATURE REVIEWS DRUG DISCOVERY

Prediction and optimization of mechanical properties of composites using convolutional neural networks

(2019) Diab W. Abueidda et al.   COMPOSITE STRUCTURES

Machine learning–assisted molecular design and efficiency prediction for high-performance organic photovoltaic materials

(2019) Wenbo Sun et al.   Science Advances

Evolution of atomic structure in phase-separated Cu 50 Ag 50 glass under compression deformation

(2018) L.J. Jia et al.   COMPUTATIONAL MATERIALS SCIENCE

Cooling rate dependence of structural order in Ni62Nb38 metallic glass

(2018) Tongqi Wen et al.   JOURNAL OF APPLIED PHYSICS

Predicting ionic liquid melting points using machine learning

(2018) Vishwesh Venkatraman et al.   JOURNAL OF MOLECULAR LIQUIDS

Tensile behavior of Cu 50 Zr 50 metallic glass nanowire with a B2 crystalline precipitate

(2018) Matias Sepulveda-Macias et al.   PHYSICA B-CONDENSED MATTER

Bayesian-Driven First-Principles Calculations for Accelerating Exploration of Fast Ion Conductors for Rechargeable Battery Application

(2018) Randy Jalem et al.   Scientific Reports

Recent Advances in Metallic Glass Nanostructures: Synthesis Strategies and Electrocatalytic Applications

(2018) Jinyang Li et al.   ADVANCED MATERIALS

Sensitive Five-Fold Local Symmetry to Kinetic Energy of Depositing Atoms in Cu-Zr Thin Film Growth

(2018) Lu Xie et al.   Materials

Size distribution of shear transformation zones and their evolution towards the formation of shear bands in metallic glasses

(2016) C. Zhong et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Brittle-to-Ductile Transition in Metallic Glass Nanowires

(2016) D. Şopu et al.   NANO LETTERS

Universal structural parameter to quantitatively predict metallic glass properties

(2016) Jun Ding et al.   Nature Communications

Atomic structure of shear bands in Cu 64 Zr 36 metallic glasses studied by molecular dynamics simulations

(2015) Shidong Feng et al.   ACTA MATERIALIA

A molecular dynamics simulation study of solid-like and liquid-like networks in Zr 46 Cu 46 Al 8 metallic glass

(2015) C. Tang et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Diffusive origins

(2015) Ju Li   NATURE MATERIALS

Full icosahedra dominate local order in Cu64Zr34 metallic glass and supercooled liquid

(2014) Jun Ding et al.   ACTA MATERIALIA

Adaptive machine learning framework to accelerateab initiomolecular dynamics

(2014) Venkatesh Botu et al.   INTERNATIONAL JOURNAL OF QUANTUM CHEMISTRY

Composition and grain size effects on the structural and mechanical properties of CuZr nanoglasses

(2014) Sara Adibi et al.   JOURNAL OF APPLIED PHYSICS

Enhancing the plasticity of metallic glasses: Shear band formation, nanocomposites and nanoglasses investigated by molecular dynamics simulations

(2013) Karsten Albe et al.   MECHANICS OF MATERIALS

Relating Dynamic Properties to Atomic Structure in Metallic Glasses

(2012) H. W. Sheng et al.   JOM

Chemical and topological order in shear bands of Cu64Zr36 and Cu36Zr64 glasses

(2012) Yvonne Ritter et al.   JOURNAL OF APPLIED PHYSICS

On the correlation of Young’s modulus and the fracture strength of metallic glasses

(2011) C. C. Yuan et al.   JOURNAL OF APPLIED PHYSICS

Effect of strain rate and temperature on the plastic deformation behaviour of a bulk metallic glass composite

(2011) P.S. Singh et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Correlation between plasticity and other materials properties of Cu–Zr bulk metallic glasses: An atomistic simulation study

(2010) Kyung-Han Kang et al.   ACTA MATERIALIA

Effects of pores on shear bands in metallic glasses: A molecular dynamics study

(2010) Jiangting Wang et al.   COMPUTATIONAL MATERIALS SCIENCE

Transition from a strong-yet-brittle to a stronger-and-ductile state by size reduction of metallic glasses

(2010) Dongchan Jang et al.   NATURE MATERIALS

Shear localization and the plasticity of bulk amorphous alloys

(2010) Kyoung-Won Park et al.   SCRIPTA MATERIALIA

Structural evolution of Cu–Zr metallic glasses under tension

(2009) N. Mattern et al.   ACTA MATERIALIA

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

Bulk Metallic Glasses with Functional Physical Properties

(2009) W. H. Wang   ADVANCED MATERIALS

Processing of Bulk Metallic Glass

(2009) Jan Schroers   ADVANCED MATERIALS

Experimental andab initiomolecular dynamics simulation studies of liquidAl60Cu40alloy

(2009) S. Y. Wang et al.   PHYSICAL REVIEW B

Atomic Level Structure in Multicomponent Bulk Metallic Glass

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

Ductile-to-brittle transition in a Ti-based bulk metallic glass

(2009) X.J. Gu et al.   SCRIPTA MATERIALIA

Poisson’s ratio of metallic glasses under pressure and low temperature

(2009) X.F. Liu et al.   SCRIPTA MATERIALIA

Molecular dynamics study of size, temperature and strain rate effects on mechanical properties of gold nanofilms

(2008) Yong Gan et al.   APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING

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

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

Experimental characterization of shear transformation zones for plastic flow of bulk metallic glasses

(2008) D. Pan et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA