Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe

Nestor Orlando Romero Arismendi; Eduardo Ramirez Pacheco; Oswaldo Panzo Lopez; J. H. Espina-Hernandez; Jose Alberto Perez Benitez

doi:10.1109/CONIELECOMP.2018.8327172

Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe

Nestor Orlando Romero Arismendi, Eduardo Ramirez Pacheco, Oswaldo Panzo Lopez, J. H. Espina-Hernandez, Jose Alberto Perez Benitez

Escuela Superior de Ingeniería y Arquitectura (ESIA), Unidad Zacatenco

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

In the present work a method for the nondestructive classification of crack s width, depth and orientation by using an asymmetrical eddy current GMR-Coil Configuration is proposed. The experimental measurements where performed along five directions in a series of artificial flat cracks with different widths and depths in aluminum. DV and DX values for each of the defects are obtained. The results show that there is a single pair DV, DX for each studied cracks width, depth and orientation. The results also reveal that it is possible to make a classification and estimation of the cracks width, depth and orientation using supervised learning models.

Original language	English
Title of host publication	2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	31-36
Number of pages	6
ISBN (Electronic)	9781538623633
DOIs	https://doi.org/10.1109/CONIELECOMP.2018.8327172
State	Published - 27 Mar 2018
Event	28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018 - Cholula, Mexico Duration: 21 Feb 2018 → 23 Feb 2018

Publication series

Name	2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018
Volume	2018-January

Conference

Conference	28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018
Country/Territory	Mexico
City	Cholula
Period	21/02/18 → 23/02/18

Keywords

GMR sensor
eddy currents
machine learning
nondestructive testing

Access to Document

10.1109/CONIELECOMP.2018.8327172

Cite this

Arismendi, N. O. R., Pacheco, E. R., Lopez, O. P., Espina-Hernandez, J. H., & Benitez, J. A. P. (2018). Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe. In 2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018 (pp. 31-36). (2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018; Vol. 2018-January). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CONIELECOMP.2018.8327172

Arismendi, Nestor Orlando Romero ; Pacheco, Eduardo Ramirez ; Lopez, Oswaldo Panzo et al. / Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe. 2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018. Institute of Electrical and Electronics Engineers Inc., 2018. pp. 31-36 (2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018).

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title = "Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe",

abstract = "In the present work a method for the nondestructive classification of crack s width, depth and orientation by using an asymmetrical eddy current GMR-Coil Configuration is proposed. The experimental measurements where performed along five directions in a series of artificial flat cracks with different widths and depths in aluminum. DV and DX values for each of the defects are obtained. The results show that there is a single pair DV, DX for each studied cracks width, depth and orientation. The results also reveal that it is possible to make a classification and estimation of the cracks width, depth and orientation using supervised learning models.",

keywords = "GMR sensor, eddy currents, machine learning, nondestructive testing",

author = "Arismendi, {Nestor Orlando Romero} and Pacheco, {Eduardo Ramirez} and Lopez, {Oswaldo Panzo} and Espina-Hernandez, {J. H.} and Benitez, {Jose Alberto Perez}",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018 ; Conference date: 21-02-2018 Through 23-02-2018",

year = "2018",

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day = "27",

doi = "10.1109/CONIELECOMP.2018.8327172",

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series = "2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018",

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Arismendi, NOR, Pacheco, ER, Lopez, OP, Espina-Hernandez, JH & Benitez, JAP 2018, Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe. in 2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018. 2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018, vol. 2018-January, Institute of Electrical and Electronics Engineers Inc., pp. 31-36, 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018, Cholula, Mexico, 21/02/18. https://doi.org/10.1109/CONIELECOMP.2018.8327172

Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe. / Arismendi, Nestor Orlando Romero; Pacheco, Eduardo Ramirez; Lopez, Oswaldo Panzo et al.
2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018. Institute of Electrical and Electronics Engineers Inc., 2018. p. 31-36 (2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018; Vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe

AU - Arismendi, Nestor Orlando Romero

AU - Pacheco, Eduardo Ramirez

AU - Lopez, Oswaldo Panzo

AU - Espina-Hernandez, J. H.

AU - Benitez, Jose Alberto Perez

PY - 2018/3/27

Y1 - 2018/3/27

N2 - In the present work a method for the nondestructive classification of crack s width, depth and orientation by using an asymmetrical eddy current GMR-Coil Configuration is proposed. The experimental measurements where performed along five directions in a series of artificial flat cracks with different widths and depths in aluminum. DV and DX values for each of the defects are obtained. The results show that there is a single pair DV, DX for each studied cracks width, depth and orientation. The results also reveal that it is possible to make a classification and estimation of the cracks width, depth and orientation using supervised learning models.

AB - In the present work a method for the nondestructive classification of crack s width, depth and orientation by using an asymmetrical eddy current GMR-Coil Configuration is proposed. The experimental measurements where performed along five directions in a series of artificial flat cracks with different widths and depths in aluminum. DV and DX values for each of the defects are obtained. The results show that there is a single pair DV, DX for each studied cracks width, depth and orientation. The results also reveal that it is possible to make a classification and estimation of the cracks width, depth and orientation using supervised learning models.

KW - GMR sensor

KW - eddy currents

KW - machine learning

KW - nondestructive testing

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Arismendi NOR, Pacheco ER, Lopez OP, Espina-Hernandez JH, Benitez JAP. Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe. In 2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018. Institute of Electrical and Electronics Engineers Inc. 2018. p. 31-36. (2018 28th International Conference on Electronics, Communications and Computers, CONIELECOMP 2018). doi: 10.1109/CONIELECOMP.2018.8327172

Classification of artificial near-side cracks in aluminium plates using a GMR-based eddy current probe

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