• DocumentCode
    1746937
  • Title

    Generalized cross-signal anomaly detection on aircraft hydraulic system

  • Author

    Mackey, Ryan

  • Author_Institution
    Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
  • Volume
    2
  • fYear
    2001
  • fDate
    2001
  • Abstract
    This paper outlines the mathematical foundation for a general method of anomaly detection from time-correlated sensor data. This method is a component of BEAM, but as an individual algorithm is capable of fault detection and partial classification. The method is applicable to a broad class of problems and is designed to respond to any departure from normal operation, including faults or events that lie outside the training envelope. We will also consider training of the detector and interface to a larger diagnostic system. Lastly we examine a brief illustration taken from aircraft testing that demonstrates the power and versatility of this method
  • Keywords
    aircraft testing; fault diagnosis; hydraulic systems; BEAM; aircraft hydraulic system; aircraft testing; diagnostic system; fault detection; generalized cross-signal anomaly detection; partial classification; time-correlated sensor data; training envelope; Aircraft propulsion; Costs; Event detection; Fault detection; Hydraulic systems; Laboratories; Libraries; Postal services; Sensor systems; Space vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Aerospace Conference, 2001, IEEE Proceedings.
  • Conference_Location
    Big Sky, MT
  • Print_ISBN
    0-7803-6599-2
  • Type

    conf

  • DOI
    10.1109/AERO.2001.931245
  • Filename
    931245