Fault detection and diagnosis using Principal Component Analysis of vibration data from a reciprocating compressor

M. Ahmed, M. Baqqar, F. Gu, A. D. Ball

Research output: Chapter in Book/Report/Conference proceedingConference contribution

28 Citations (Scopus)

Abstract

This paper investigates the use of time domain vibration features for detection and diagnosis of different faults from a multi stage reciprocating compressor. Principal Component Analysis (PCA) is used to develop a detection and diagnosis framework in that the effective diagnostic features are selected from PCA of 14 potential features and a PCA model based detection method using Hotelling's T2 and Q statistics is subsequently developed to detect various faults including suction valve leakage, inter-cooler leakage, loose drive belt, and combinations of discharge valve leakage with suction valve leakage, suction valve leakage with intercooler leakage and discharge valve leakage with intercooler leakage. A study of Q -contributions has found two original features: Histogram Lower Bound and Normal Negative log-likelihood which allow full classification of different simulated faults.

Original languageEnglish
Title of host publicationProceedings of the 2012 UKACC International Conference on Control, CONTROL 2012
PublisherIEEE
Pages461-466
Number of pages6
ISBN (Electronic)9781467315609
ISBN (Print)9781467315593
DOIs
Publication statusPublished - 22 Oct 2012
EventUKACC International Conference on Control 2012 - Cardiff, United Kingdom
Duration: 3 Sep 20125 Sep 2012
Conference number: 9
http://wikicfp.com/cfp/servlet/event.showcfp?eventid=22012 (Link to Conference Information)

Conference

ConferenceUKACC International Conference on Control 2012
Abbreviated titleCONTROL 2012
CountryUnited Kingdom
CityCardiff
Period3/09/125/09/12
OtherUnited Kingdom Automatic Control Council
Internet address

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Cite this

Ahmed, M., Baqqar, M., Gu, F., & Ball, A. D. (2012). Fault detection and diagnosis using Principal Component Analysis of vibration data from a reciprocating compressor. In Proceedings of the 2012 UKACC International Conference on Control, CONTROL 2012 (pp. 461-466). [6334674] IEEE. https://doi.org/10.1109/CONTROL.2012.6334674