A predictive tool for remaining useful life estimation of rotating machinery components

Haitao Liao; Hai Qiu; Jay Lee; Daming Lin; Dragan Banjevic; Andrew Jardine

doi:10.1115/detc2005-84095

A predictive tool for remaining useful life estimation of rotating machinery components

Haitao Liao, Hai Qiu, Jay Lee, Daming Lin, Dragan Banjevic, Andrew Jardine

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

11 Scopus citations

Abstract

This paper introduces a model for multiple degradation features of an individual component. The maximum likelihood approach is employed to estimate the model parameters. Afterwards, a proportional hazards model is presented, which considers hard failures and multiple degradation features simultaneously. The integrated model enables us to predict the mean remaining useful life of a component based on on-line degradation information. An example for bearing prognostic is provided to demonstrate the proposed models in practical use.

Original language	English (US)
Title of host publication	Proc. of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005
Subtitle of host publication	20th Biennial Conf. on Mechanical Vibration and Noise
Publisher	American Society of Mechanical Engineers
Pages	509-515
Number of pages	7
ISBN (Print)	0791847381, 9780791847381
DOIs	https://doi.org/10.1115/detc2005-84095
State	Published - 2005
Externally published	Yes
Event	DETC2005: ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - Long Beach, CA, United States Duration: Sep 24 2005 → Sep 28 2005

Publication series

Name	Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005
Volume	1 A

Other

Other	DETC2005: ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
Country/Territory	United States
City	Long Beach, CA
Period	9/24/05 → 9/28/05

ASJC Scopus subject areas

General Engineering

Access to Document

10.1115/detc2005-84095

Cite this

Liao, H., Qiu, H., Lee, J., Lin, D., Banjevic, D., & Jardine, A. (2005). A predictive tool for remaining useful life estimation of rotating machinery components. In Proc. of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005: 20th Biennial Conf. on Mechanical Vibration and Noise (pp. 509-515). (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005; Vol. 1 A). American Society of Mechanical Engineers. https://doi.org/10.1115/detc2005-84095

A predictive tool for remaining useful life estimation of rotating machinery components. / Liao, Haitao; Qiu, Hai; Lee, Jay et al.
Proc. of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005: 20th Biennial Conf. on Mechanical Vibration and Noise. American Society of Mechanical Engineers, 2005. p. 509-515 (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005; Vol. 1 A).

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

Liao, H, Qiu, H, Lee, J, Lin, D, Banjevic, D & Jardine, A 2005, A predictive tool for remaining useful life estimation of rotating machinery components. in Proc. of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005: 20th Biennial Conf. on Mechanical Vibration and Noise. Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005, vol. 1 A, American Society of Mechanical Engineers, pp. 509-515, DETC2005: ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, Long Beach, CA, United States, 9/24/05. https://doi.org/10.1115/detc2005-84095

Liao H, Qiu H, Lee J, Lin D, Banjevic D, Jardine A. A predictive tool for remaining useful life estimation of rotating machinery components. In Proc. of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005: 20th Biennial Conf. on Mechanical Vibration and Noise. American Society of Mechanical Engineers. 2005. p. 509-515. (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005). doi: 10.1115/detc2005-84095

Liao, Haitao ; Qiu, Hai ; Lee, Jay et al. / A predictive tool for remaining useful life estimation of rotating machinery components. Proc. of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conferences - DETC2005: 20th Biennial Conf. on Mechanical Vibration and Noise. American Society of Mechanical Engineers, 2005. pp. 509-515 (Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference - DETC2005).

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abstract = "This paper introduces a model for multiple degradation features of an individual component. The maximum likelihood approach is employed to estimate the model parameters. Afterwards, a proportional hazards model is presented, which considers hard failures and multiple degradation features simultaneously. The integrated model enables us to predict the mean remaining useful life of a component based on on-line degradation information. An example for bearing prognostic is provided to demonstrate the proposed models in practical use.",

author = "Haitao Liao and Hai Qiu and Jay Lee and Daming Lin and Dragan Banjevic and Andrew Jardine",

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ER -

A predictive tool for remaining useful life estimation of rotating machinery components

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