Simulation of an engine sensor validation scheme using an autoassociative neural network

33rd Joint Propulsion Conference and Exhibit

Volumn , Issue , 1997, Pages

  Mattem, Duane L ^a   Jaw, Link C ^a   Guo, Ten Hui ^b   Graham, Ronald ^c   McCoy, William ^c  

^a Scientific Monitoring Inc   (United States)

^b NASA GLENN RESEARCH CENTER   (United States)

^c ROLLS ROYCE CORPORATION   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ENGINES; FACE RECOGNITION; NEURAL NETWORKS; PROPULSION; SPEECH RECOGNITION;

ANALYTICAL REDUNDANCY; AUTOASSOCIATIVE NEURAL NETWORKS; DIMENSIONALITY REDUCTION; NONLINEAR PRINCIPAL COMPONENT ANALYSIS; NONLINEAR SIMULATIONS; PERFORMANCE DEGRADATION; SENSOR VALIDATION SYSTEMS; TIME-LIMITED DISPATCH;

PRINCIPAL COMPONENT ANALYSIS;

EID: 84962910599     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. Merrill W., Delatt J., Bruton W., “Advanced Detection, Isolation, and Accommodation of Sensor Failures: Real-Time Evaluation,” AIAA J. of Guidance, Control and Dynamics, Vol. 11, No. 6, 1988.
2. Menke T.E., Maybeck P.S., “Sensor/Actuator Failure Detection in the Vista F-16 by Multiple Model Adaptive Estimation”, IEEE Trans. On Aerospace and Electronic Systems, Vol 31, No. 4, Oct. 1995.
3. Guo T.H., Musgrave J., Lin C., “Neural Network Based Sensor Validation for Reusable Rocket Engines”, 1995 American Control Conference, Seattle, WA, June, 1995.
4. Kramer M.A., “Nonlinear Principal Component Analysis Using Autoassociative Neural Networks”, AIChE Journal, Feb. 1991, Vol. 37, No. 2, p 233-243.
5. Kramer M.A., “Autoassociative Neural Networks”, Computers & Chemical Engineering, Vol. 16, No. 4, pp 313-328, 1992.
6. Saund E., “Dimensionality-Reduction Using Connectionist Networks”, IEEE Trans. On Pattern Analysis and Machine Intelligence, Vol. 11, No. 3, March, 1989, p 304-314.
7. Chemometrics at Aberystwyth, The University of Wales, “Auto-associative neural networks”, http://gepasi.dbs.aber.ac.uk/roy/koho/aaanns.htm. June, 1997.