Metrics for evaluating the accuracy of diagnostic fault detection systems

Proceedings of the ASME Turbo Expo 2004

Volumn 2, Issue , 2004, Pages 835-841

  DePold, Hans ^a   Siegel, Jason ^a   Hull, Jon ^a  

^a United Technologies   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AIRCRAFT ENGINES; COST EFFECTIVENESS; DECISION MAKING; DECISION SUPPORT SYSTEMS; ERROR DETECTION; OPTIMIZATION; PARAMETER ESTIMATION; SENSOR DATA FUSION; SIGNAL TO NOISE RATIO; SYSTEMS ANALYSIS;

ENGINE HEALTH MANAGEMENT (EHM); FALSE POSITIVE (FP); RECEIVER OPERATING CHARACTERISTICS (ROC); TRUE POSITIVES (TP);

METRIC SYSTEM;

EID: 10244224108     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1115/gt2004-54144     Document Type: Conference Paper

References (10)

1. DePold, H.R., Gass, D.F., 1998, The Application of expert Systems and Neural Networks to Gas Turbine Prognostics and Diagnostics, ASME 98-GT-101
2. Volponi, A., DePold, H.R., Ganguli, R., Daguang C., 2000, The Use of Kalman Filter and Neural Network Methodologies in Gas Turbine Performance Diagnostics: a Comparative Study, ASME 2000-GT-547
3. Nounou, M.N., Bakshi, B.R., On-Line Multiscale Filtering of Random and Gross Errors Without Process Models 1999, AIChE Journal, (45)5, pp. 1041-1058.
4. Abernethy, R. B., Thompson, J.W., Uncertainty in Gas Turbine Measurements, 1973. AIAA Paper 73-1230
5. DePold,H., Volponi, A., Siegel,J., Hull, J., Diagnostic Data with Statistical Analysis and Embedded Knowledge Validation of, ASME 2003-GT-38764.
6. Volponi, A., Brotherton, T., Luppold, R., Simon, Development of an Information Fusion System for Engine Diagnostics and Health Management, JANNAF 39th Combustion/2701 Airbreathing Propulsion/21st Propulsion Systems Hazards/ 3rd Modeling and Simulation Joint Subcommittee Meeting, Colorado Springs, December 2003.
7. Begg CB, McNeil BJ, Assessment of radiological tests: control of bias and other design considerations Radiology 1988 167 565-9.
8. Hanley JA, McNeil BJ., The meaning and use of the area under the Receiver Operating Characteristic (ROC) curve Radiology 1982 143 29-36.
9. Metz CE., Basic principles of ROC analysis, Nuclear Med 1978 VIII(4) 283-298.
10. Swets JA., Measuring the accuracy of diagnostic systems. Science 1988 240 1285-93.