Optimal Tuner Selection for Kalman Filter-Based Aircraft Engine Performance Estimation

Journal of Engineering for Gas Turbines and Power

Volumn 132, Issue 3, 2010, Pages

  Simon, Donald L ^a   Garg, Sanjay ^a  

^a NASA GLENN RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BIAS AND VARIANCE; CONVENTIONAL APPROACH; ENGINE PERFORMANCE; ENGINE SIMULATION; ESTIMATION ERRORS; ESTIMATION PROBLEM; EXPERIMENTAL SIMULATIONS; KALMAN FILTER ESTIMATION; LINEAR POINT DESIGN; MODEL TUNING; MULTI VARIABLES; SEARCH ROUTINE; SENSOR MEASUREMENTS; STEADY-STATE OPERATING CONDITIONS; THEORETICAL PREDICTION; TUNING PARAMETER; UNKNOWN PARAMETERS;

AIRCRAFT; AIRCRAFT ENGINES; KALMAN FILTERS; MACHINE DESIGN; OPTIMIZATION; TUNERS; TUNING;

PARAMETER ESTIMATION;

EID: 78149363736     PISSN: 07424795     EISSN: 15288919     Source Type: Journal    
DOI: 10.1115/1.3157096     Document Type: Article

References (9)

1. Luppold, R. H., Roman, J. R., Gallops, G. W., and Kerr, L. J., 1989, " Estimating In-Flight Engine Performance Variations Using Kalman Filter Concepts," AIAA 25th Joint Propulsion Conference, Paper No. AIAA-89-2584.
2. Volponi, A., 2008, "Enhanced Self-Tuning On-Board Real-Time Model (eSTORM) for Aircraft Engine Performance Health Tracking," NASA Report No. CR-2008-215272.
3. Kumar, A., Viassolo, D., (2008), "Model-Based Fault Tolerant Control," NASA Report No. CR-2008-215273.
4. Litt, J. S., 2008, "An Optimal Orthogonal Decomposition Method for Kalman Filter-Based Turbofan Engine Thrust Estimation," ASME J. Eng. Gas Turbines Power, 130, p. 011601.
5. Doel, D. L., 1994, "An Assessment of Weighted-Least-Squares-Based Gas Path Analysis," ASME J. Eng. Gas Turbines Power, 116, pp. 336-373.
6. Volponi, A. J., 2003, "Foundation of Gas Path Analysis (Part I and II)," Gas Turbine Condition Monitoring and Fault Diagnosis (von Karman Lecture Series No. 2003-01), von Karman Institute for Fluid Dynamics.
7. España, M. D., 1994, "Sensor Biases Effect on the Estimation Algorithm for Performance-Seeking Controllers," J. Propul. Power, 10, pp. 527-532.
8. ∞, and Nonlinear Approaches, Wiley, Hoboken, NJ.
9. Frederick, D. K., DeCastro, J. A., and Litt, J. S., 2007, "User's Guide for the Commercial Modular Aero-Propulsion System Simulation (C-MAPSS)," NASA Technical Memorandum No. TM-2007-215026.