skip to main content
DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

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

Authors:
ORCiD logo; ; ;
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1631475
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
Scripta Materialia
Additional Journal Information:
Journal Name: Scripta Materialia Journal Volume: 186 Journal Issue: C; Journal ID: ISSN 1359-6462
Publisher:
Elsevier
Country of Publication:
United States
Language:
English

Citation Formats

Tian, Liang, Fan, Yue, Li, Lin, and Mousseau, Normand. Identifying flow defects in amorphous alloys using machine learning outlier detection methods. United States: N. p., 2020. Web. https://doi.org/10.1016/j.scriptamat.2020.05.038.
Tian, Liang, Fan, Yue, Li, Lin, & Mousseau, Normand. Identifying flow defects in amorphous alloys using machine learning outlier detection methods. United States. https://doi.org/10.1016/j.scriptamat.2020.05.038
Tian, Liang, Fan, Yue, Li, Lin, and Mousseau, Normand. Tue . "Identifying flow defects in amorphous alloys using machine learning outlier detection methods". United States. https://doi.org/10.1016/j.scriptamat.2020.05.038.
@article{osti_1631475,
title = {Identifying flow defects in amorphous alloys using machine learning outlier detection methods},
author = {Tian, Liang and Fan, Yue and Li, Lin and Mousseau, Normand},
abstractNote = {},
doi = {10.1016/j.scriptamat.2020.05.038},
journal = {Scripta Materialia},
number = C,
volume = 186,
place = {United States},
year = {2020},
month = {9}
}

Works referenced in this record:

Shear-transformation-zone theory of deformation in metallic glasses
journal, February 2006


The β relaxation in metallic glasses: an overview
journal, May 2013


Relating structural heterogeneity to β relaxation processes in metallic glasses
journal, April 2019


Event-Based Relaxation of Continuous Disordered Systems
journal, November 1996


Crossover from Localized to Cascade Relaxations in Metallic Glasses
journal, July 2015


Universal secondary relaxation and unusual brittle-to-ductile transition in metallic glasses
journal, July 2017


Effect of cooling rate on plastic deformation of Zr-based bulk metallic glasses
journal, February 2012

  • Li, Chunyan; Kou, Shengzhong; Zhao, Yanchun
  • Progress in Natural Science: Materials International, Vol. 22, Issue 1
  • DOI: 10.1016/j.pnsc.2011.12.004

Spatial heterogeneity as the structure feature for structure–property relationship of metallic glasses
journal, September 2018


Ductile Bulk Metallic Glass
journal, December 2004


Evolution of elastic heterogeneity during aging in metallic glasses
journal, June 2014


Fast Parallel Algorithms for Short-Range Molecular Dynamics
journal, March 1995


Structural defects in amorphous solids Statistical analysis of a computer model
journal, October 1981


A Review on the Strengthening of Nanostructured Materials
journal, January 2018

  • Tian, Liang; Li, Lin
  • International Journal of Current Engineering and Technology, Vol. 8, Issue 02
  • DOI: 10.14741/ijcet/v.8.2.7

Identification and Characterization of Potential Shear Transformation Zones in Metallic Glasses
journal, June 2008


Latest Developments in Modeling and Characterization of Joining Metal Based Hybrid Materials
journal, May 2018

  • Khoddam, Shahin; Tian, Liang; Sapanathan, Thaneshan
  • Advanced Engineering Materials, Vol. 20, Issue 9
  • DOI: 10.1002/adem.201800048

Optimized energy landscape exploration using the ab initio based activation-relaxation technique
journal, July 2011

  • Machado-Charry, Eduardo; Béland, Laurent Karim; Caliste, Damien
  • The Journal of Chemical Physics, Vol. 135, Issue 3
  • DOI: 10.1063/1.3609924

Mechanical behavior of amorphous alloys
journal, July 2007


Mesoscale modeling of amorphous metals by shear transformation zone dynamics
journal, May 2009


A machine learning approach for engineering bulk metallic glass alloys
journal, October 2018


Structural Aspects of Metallic Glasses
journal, August 2007

  • Miracle, Daniel B.; Egami, Takeshi; Flores, Katharine M.
  • MRS Bulletin, Vol. 32, Issue 8
  • DOI: 10.1557/mrs2007.124

Experimental characterization of shear transformation zones for plastic flow of bulk metallic glasses
journal, September 2008

  • Pan, D.; Inoue, A.; Sakurai, T.
  • Proceedings of the National Academy of Sciences, Vol. 105, Issue 39
  • DOI: 10.1073/pnas.0806051105

Deformation of metallic glasses: Recent developments in theory, simulations, and experiments
journal, May 2016


Energy landscape-driven non-equilibrium evolution of inherent structure in disordered material
journal, May 2017

  • Fan, Yue; Iwashita, Takuya; Egami, Takeshi
  • Nature Communications, Vol. 8, Issue 1
  • DOI: 10.1038/ncomms15417

Roles of minor additions in formation and properties of bulk metallic glasses
journal, May 2007


An atomically quantized hierarchy of shear transformation zones in a metallic glass
journal, March 2011

  • Ju, J. D.; Jang, D.; Nwankpa, A.
  • Journal of Applied Physics, Vol. 109, Issue 5
  • DOI: 10.1063/1.3552300

Shear transformation distribution and activation in glasses at the atomic scale
journal, March 2017


Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments
journal, April 2018


ART_data_analyzer: Automating parallelized computations to study the evolution of materials
journal, January 2019


Chemical bonding effects on the brittle-to-ductile transition in metallic glasses
journal, April 2020


Processing effects on fracture toughness of metallic glasses
journal, March 2017


Shear transformation zone dynamics model for metallic glasses incorporating free volume as a state variable
journal, May 2013


A Universal Criterion for Plastic Yielding of Metallic Glasses with a ( T / T g ) 2 / 3 Temperature Dependence
journal, November 2005


Atomic level stresses
journal, August 2011


Probabilistic Assessment of Glass Forming Ability Rules for Metallic Glasses Aided by Automated Analysis of Phase Diagrams
journal, January 2019


How thermally activated deformation starts in metallic glass
journal, September 2014

  • Fan, Yue; Iwashita, Takuya; Egami, Takeshi
  • Nature Communications, Vol. 5, Issue 1
  • DOI: 10.1038/ncomms6083

Materials informatics: From the atomic-level to the continuum
journal, April 2019


Spatial correlation of elastic heterogeneity tunes the deformation behavior of metallic glasses
journal, April 2018


Shear bands in metallic glasses
journal, April 2013

  • Greer, A. L.; Cheng, Y. Q.; Ma, E.
  • Materials Science and Engineering: R: Reports, Vol. 74, Issue 4
  • DOI: 10.1016/j.mser.2013.04.001

On the shear-band direction in metallic glasses
journal, June 2011


Microscopic characterization of structural relaxation and cryogenic rejuvenation in metallic glasses
journal, February 2019


Revisiting the structure–property relationship of metallic glasses: Common spatial correlation revealed as a hidden rule
journal, January 2019


Plastic deformation of metallic glasses: Size of shear transformation zones from molecular dynamics simulations
journal, May 2006


Machine Learning Approach for Prediction and Understanding of Glass-Forming Ability
journal, July 2017


Dynamics of Lennard-Jones clusters: A characterization of the activation-relaxation technique
journal, December 2000


A general-purpose machine learning framework for predicting properties of inorganic materials
journal, August 2016


Plastic deformation in metallic glasses
journal, January 1979


Predicting densities and elastic moduli of SiO2-based glasses by machine learning
journal, March 2020


Relating activation of shear transformation zones to β relaxations in metallic glasses
journal, June 2010


Atomic-level structure and structure–property relationship in metallic glasses
journal, May 2011