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
Link To Document