Remaining useful life estimation of ball bearings by means of monotonic score calibration

J. A. Carino; D. Zurita; M. Delgado; J. A. Ortega; R. J. Romero-Troncoso

doi:10.1109/ICIT.2015.7125351

Remaining useful life estimation of ball bearings by means of monotonic score calibration

J. A. Carino
, D. Zurita
, M. Delgado
, J. A. Ortega
, R. J. Romero-Troncoso

Polytechnic University of Catalonia
Universidad de Guanajuato

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

29 Citas (Scopus)

Resumen

The estimation of remaining useful life applied to industrial machinery and its components is one of the current trends in the advanced manufacturing field. In this context, this work presents a reliable methodology applied to ball bearings health monitoring. First, the proposed methodology analyses the available vibration and temperature data by means of the Spearman coefficient. This step allows the identification of the most significant monotonic relationship between features and the evolution of the remaining useful life. The method is complemented by means of the application of one-class support vector machine in order to obtain the remaining useful life indication trough the mapping of the classification scores. The proposed scheme shows a significant accuracy and reliability of the degradation detection due to the coherent management of the information. This fact is experimentally demonstrated by a run-to-failure test bench and the comparison with classical approaches.

Idioma original	Inglés
Título de la publicación alojada	2015 IEEE International Conference on Industrial Technology, ICIT 2015
Editorial	Institute of Electrical and Electronics Engineers Inc.
Páginas	1752-1758
Número de páginas	7
Edición	June
ISBN (versión digital)	9781479978007
DOI	https://doi.org/10.1109/ICIT.2015.7125351
Estado	Publicada - 16 jun 2015
Publicado de forma externa	Sí
Evento	2015 IEEE International Conference on Industrial Technology, ICIT 2015 - Seville, Espana Duración: 17 mar 2015 → 19 mar 2015

Serie de la publicación

Nombre	Proceedings of the IEEE International Conference on Industrial Technology
Número	June
Volumen	2015-June

Conferencia

Conferencia	2015 IEEE International Conference on Industrial Technology, ICIT 2015
País/Territorio	Espana
Ciudad	Seville
Período	17/03/15 → 19/03/15

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

ODS 9: Industria, innovación e infraestructura

Acceder al documento

10.1109/ICIT.2015.7125351

Otros archivos y enlaces

Enlace a la publicación en Scopus

Citar esto

Carino, J. A., Zurita, D., Delgado, M., Ortega, J. A., & Romero-Troncoso, R. J. (2015). Remaining useful life estimation of ball bearings by means of monotonic score calibration. En 2015 IEEE International Conference on Industrial Technology, ICIT 2015 (June ed., pp. 1752-1758). Artículo 7125351 (Proceedings of the IEEE International Conference on Industrial Technology; Vol. 2015-June, N.º June). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICIT.2015.7125351

Carino, J. A. ; Zurita, D. ; Delgado, M. et al. / Remaining useful life estimation of ball bearings by means of monotonic score calibration. 2015 IEEE International Conference on Industrial Technology, ICIT 2015. June. ed. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 1752-1758 (Proceedings of the IEEE International Conference on Industrial Technology; June).

@inproceedings{eb876d7c18a445c8b65f649489037a0e,

title = "Remaining useful life estimation of ball bearings by means of monotonic score calibration",

abstract = "The estimation of remaining useful life applied to industrial machinery and its components is one of the current trends in the advanced manufacturing field. In this context, this work presents a reliable methodology applied to ball bearings health monitoring. First, the proposed methodology analyses the available vibration and temperature data by means of the Spearman coefficient. This step allows the identification of the most significant monotonic relationship between features and the evolution of the remaining useful life. The method is complemented by means of the application of one-class support vector machine in order to obtain the remaining useful life indication trough the mapping of the classification scores. The proposed scheme shows a significant accuracy and reliability of the degradation detection due to the coherent management of the information. This fact is experimentally demonstrated by a run-to-failure test bench and the comparison with classical approaches.",

keywords = "Artificial Intelligence, Classification Algorithms, Machine Learning, One Class Support Vector Machines, Remeaning Useful Life",

author = "Carino, \{J. A.\} and D. Zurita and M. Delgado and Ortega, \{J. A.\} and Romero-Troncoso, \{R. J.\}",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2015 IEEE International Conference on Industrial Technology, ICIT 2015 ; Conference date: 17-03-2015 Through 19-03-2015",

year = "2015",

month = jun,

day = "16",

doi = "10.1109/ICIT.2015.7125351",

language = "English",

series = "Proceedings of the IEEE International Conference on Industrial Technology",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

number = "June",

pages = "1752--1758",

booktitle = "2015 IEEE International Conference on Industrial Technology, ICIT 2015",

address = "United States",

edition = "June",

}

Carino, JA, Zurita, D, Delgado, M, Ortega, JA & Romero-Troncoso, RJ 2015, Remaining useful life estimation of ball bearings by means of monotonic score calibration. En 2015 IEEE International Conference on Industrial Technology, ICIT 2015. June ed., 7125351, Proceedings of the IEEE International Conference on Industrial Technology, n.º June, vol. 2015-June, Institute of Electrical and Electronics Engineers Inc., pp. 1752-1758, 2015 IEEE International Conference on Industrial Technology, ICIT 2015, Seville, Espana, 17/03/15. https://doi.org/10.1109/ICIT.2015.7125351

Remaining useful life estimation of ball bearings by means of monotonic score calibration. / Carino, J. A.; Zurita, D.; Delgado, M. et al.
2015 IEEE International Conference on Industrial Technology, ICIT 2015. June. ed. Institute of Electrical and Electronics Engineers Inc., 2015. p. 1752-1758 7125351 (Proceedings of the IEEE International Conference on Industrial Technology; Vol. 2015-June, N.º June).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

TY - GEN

T1 - Remaining useful life estimation of ball bearings by means of monotonic score calibration

AU - Carino, J. A.

AU - Zurita, D.

AU - Delgado, M.

AU - Ortega, J. A.

AU - Romero-Troncoso, R. J.

PY - 2015/6/16

Y1 - 2015/6/16

N2 - The estimation of remaining useful life applied to industrial machinery and its components is one of the current trends in the advanced manufacturing field. In this context, this work presents a reliable methodology applied to ball bearings health monitoring. First, the proposed methodology analyses the available vibration and temperature data by means of the Spearman coefficient. This step allows the identification of the most significant monotonic relationship between features and the evolution of the remaining useful life. The method is complemented by means of the application of one-class support vector machine in order to obtain the remaining useful life indication trough the mapping of the classification scores. The proposed scheme shows a significant accuracy and reliability of the degradation detection due to the coherent management of the information. This fact is experimentally demonstrated by a run-to-failure test bench and the comparison with classical approaches.

AB - The estimation of remaining useful life applied to industrial machinery and its components is one of the current trends in the advanced manufacturing field. In this context, this work presents a reliable methodology applied to ball bearings health monitoring. First, the proposed methodology analyses the available vibration and temperature data by means of the Spearman coefficient. This step allows the identification of the most significant monotonic relationship between features and the evolution of the remaining useful life. The method is complemented by means of the application of one-class support vector machine in order to obtain the remaining useful life indication trough the mapping of the classification scores. The proposed scheme shows a significant accuracy and reliability of the degradation detection due to the coherent management of the information. This fact is experimentally demonstrated by a run-to-failure test bench and the comparison with classical approaches.

KW - Artificial Intelligence

KW - Classification Algorithms

KW - Machine Learning

KW - One Class Support Vector Machines

KW - Remeaning Useful Life

UR - https://www.scopus.com/pages/publications/84937698436

U2 - 10.1109/ICIT.2015.7125351

DO - 10.1109/ICIT.2015.7125351

M3 - Conference contribution

AN - SCOPUS:84937698436

T3 - Proceedings of the IEEE International Conference on Industrial Technology

SP - 1752

EP - 1758

BT - 2015 IEEE International Conference on Industrial Technology, ICIT 2015

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2015 IEEE International Conference on Industrial Technology, ICIT 2015

Y2 - 17 March 2015 through 19 March 2015

ER -

Carino JA, Zurita D, Delgado M, Ortega JA, Romero-Troncoso RJ. Remaining useful life estimation of ball bearings by means of monotonic score calibration. En 2015 IEEE International Conference on Industrial Technology, ICIT 2015. June ed. Institute of Electrical and Electronics Engineers Inc. 2015. p. 1752-1758. 7125351. (Proceedings of the IEEE International Conference on Industrial Technology; June). doi: 10.1109/ICIT.2015.7125351

Remaining useful life estimation of ball bearings by means of monotonic score calibration

Resumen

Serie de la publicación

Conferencia

ODS de las Naciones Unidas

Acceder al documento

Otros archivos y enlaces

Huella

Citar esto