• DocumentCode
    173986
  • Title

    On the robustness of fault detection in reciprocating compressor valves

  • Author

    Pichler, Kurt ; Pichler, Mario ; Buchegger, Thomas ; Lughofer, Edwin ; Klement, Erich P. ; Huschenbett, Matthias

  • Author_Institution
    Linz Center of Mechatron. GmbH, Linz, Austria
  • fYear
    2014
  • fDate
    5-8 Oct. 2014
  • Firstpage
    2733
  • Lastpage
    2738
  • Abstract
    This paper examines robustness issues of fault detection methods for reciprocating compressor valves. The authors have previously proposed two independent fault detection approaches for reciprocating compressor valves. One method is based on vibration analysis of accelerometer data, the other one on analyzing pV diagrams. Based on real world data, experiments are conducted to conclude on the robustness of those methods. The data are manipulated in two ways: decreasing the sampling rate and adding noise. The results suggest that the method analyzing pV diagrams is very robust especially against downsampling, while the vibration analysis method is very sensitive if the sampling rate drops below a certain level. Additionally, a sequential probability ratio test is employed. The experiments show the capability of the test to increase the detection accuracy for both methods.
  • Keywords
    compressors; fault diagnosis; statistical testing; valves; data manipulation; fault detection approach; pV diagram analysis; reciprocating compressor valves; sequential probability ratio test; vibration analysis; Accuracy; Discharges (electric); Noise; Robustness; Spectrogram; Valves; Vibrations;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • Type

    conf

  • DOI
    10.1109/SMC.2014.6974341
  • Filename
    6974341