DATA-DRIVEN FAILURE PREDICTION IN BRITTLE MATERIALS: A PHASE FIELD–BASED MACHINE LEARNING FRAMEWORK

Eduardo A.Barros de Moraes; Hadi Salehi; Mohsen Zayernouri

doi:10.1615/JMachLearnModelComput.2021034062

DATA-DRIVEN FAILURE PREDICTION IN BRITTLE MATERIALS: A PHASE FIELD–BASED MACHINE LEARNING FRAMEWORK

Eduardo A.Barros de Moraes
, Hadi Salehi
, Mohsen Zayernouri

Michigan State University
Department of Computational Mathematics, Science and Engineering

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	65-89
Number of pages	25
Journal	Journal of Machine Learning for Modeling and Computing
Volume	2
Issue number	1
DOIs	https://doi.org/10.1615/JMachLearnModelComput.2021034062
State	Published - 2021
Externally published	Yes

ASJC Scopus Subject Areas

Computer Science (miscellaneous)
Artificial Intelligence
Computational Mechanics
Modeling and Simulation

Keywords

artificial neural networks
confusion matrix
failure location/pattern
finite element method
k-nearest neighbor
pattern recognition
virtual sensing nodes

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10.1615/JMachLearnModelComput.2021034062

Cite this

@article{c4a61cc613264125b36060eae0ca0077,

title = "DATA-DRIVEN FAILURE PREDICTION IN BRITTLE MATERIALS: A PHASE FIELD{\textendash}BASED MACHINE LEARNING FRAMEWORK",

keywords = "artificial neural networks, confusion matrix, failure location/pattern, finite element method, k-nearest neighbor, pattern recognition, virtual sensing nodes",

author = "\{de Moraes\}, \{Eduardo A.Barros\} and Hadi Salehi and Mohsen Zayernouri",

note = "Publisher Copyright: {\textcopyright} 2021 by Begell House, Inc.",

year = "2021",

doi = "10.1615/JMachLearnModelComput.2021034062",

language = "English",

volume = "2",

pages = "65--89",

journal = "Journal of Machine Learning for Modeling and Computing",

issn = "2689-3967",

number = "1",

}

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T1 - DATA-DRIVEN FAILURE PREDICTION IN BRITTLE MATERIALS

T2 - A PHASE FIELD–BASED MACHINE LEARNING FRAMEWORK

AU - de Moraes, Eduardo A.Barros

AU - Salehi, Hadi

AU - Zayernouri, Mohsen

PY - 2021

Y1 - 2021

KW - artificial neural networks

KW - confusion matrix

KW - failure location/pattern

KW - finite element method

KW - k-nearest neighbor

KW - pattern recognition

KW - virtual sensing nodes

UR - https://www.scopus.com/pages/publications/105006530638

UR - https://www.scopus.com/pages/publications/105006530638#tab=citedBy

U2 - 10.1615/JMachLearnModelComput.2021034062

DO - 10.1615/JMachLearnModelComput.2021034062

M3 - Article

AN - SCOPUS:105006530638

SN - 2689-3967

VL - 2

SP - 65

EP - 89

JO - Journal of Machine Learning for Modeling and Computing

JF - Journal of Machine Learning for Modeling and Computing

IS - 1

ER -

DATA-DRIVEN FAILURE PREDICTION IN BRITTLE MATERIALS: A PHASE FIELD–BASED MACHINE LEARNING FRAMEWORK

ASJC Scopus Subject Areas

Keywords

Access to Document

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