1,038
Views
116
CrossRef citations to date
0
Altmetric
Original Articles

Constrained Kalman filtering via density function truncation for turbofan engine health estimation

&
Pages 159-171 | Received 07 Aug 2008, Accepted 29 Apr 2009, Published online: 03 Nov 2009

References

  • DePold , H and Gass , F . 1999 . The Application of Expert Systems and Neural Networks to Gas Turbine Prognostics and Diagnostics . ASME Journal of Engineering for Gas Turbines and Power , 121 : 607 – 612 .
  • Dewallef , P , Leonard , O and Mathioudakis , K . 2004 . “ On-line Aircraft Engine Diagnostic using a Soft-constrained Kalman Filter ” . In ASME Turbo Expo 2004 Vienna, Austria Paper GT2004-53539
  • Doel , D . 1994a . TEMPER–A Gas-path Analysis Tool for Commercial Jet Engines . ASME Journal of Engineering for Gas Turbines and Power , 116 : 82 – 89 .
  • Doel , D . 1994b . An Assessment of Weighted-least-squares-based Gas Path Analysis . ASME Journal of Engineering for Gas Turbines and Power , 116 : 366 – 373 .
  • Friedland , B . 1969 . Treatment of Bias in Recursive Filtering . IEEE Transactions on Automatic Control , AC14 : 359 – 367 .
  • Ganguli , R . 2003 . Application of Fuzzy Logic for Fault Isolation of Jet Engines . ASME Journal of Engineering for Gas Turbines and Power , 125 : 617 – 623 .
  • Ganguli , R and Dan , B . 2004 . Trend Shift Detection in Jet Engine Gas Path Measurements using Cascaded Recursive Median Filter with Gradiant and Laplacian Edge Detector . ASME Journal of Engineering for Gas Turbines and Power , 126 : 55 – 61 .
  • Gelb , A . 1974 . Applied Optimal Estimation , Cambridge, MA : MIT Press .
  • Goodwin , G , De Dona , J , Seron , M and Zhuo , X . 2005 . Lagrangian Duality Between Constrained Estimation and Control . Automatica , 41 : 935 – 944 .
  • Kobayashi , T and Simon , DL . 2001 . A Hybrid Neural Network-genetic Algorithm Technique for Aircraft Engine Performance Diagnostics . 37th AIAA/ASME/SAE/ASEE Joint Propulsion Conference . 2001 . pp. 2822 – 2827 .
  • Lambert , H . 1991 . A Simulation Study of Turbofan Engine Deterioration Estimation using Kalman Filtering Techniques . NASA Technical Memorandum 104233 ,
  • Massicotte , D , Morawski , R and Barwicz , A . 1995 . Incorporation of a Positivity Constraint into a Kalman-filter-based Algorithm for Correction of Spectrometric Data . IEEE Transactions on Instrumentation and Measurement , 44 : 2 – 7 .
  • Merrill , W . 1984 . Identification of Multivariable High-performance Turbofan Engine Dynamics from Closed-loop Data . AIAA Journal of Guidance, Control, and Dynamics , 7 : 677 – 683 .
  • Moon , T and Stirling , W . 2000 . Mathematical Methods and Algorithms for Signal Processing , New Jersey : Prentice Hall, Upper Saddle River .
  • Parker , K and Guo , T . 2003 . ‘Development of a Turbofan Engine Simulation in a Graphical Simulation Environment’ , NASA . TM 2003-212543
  • Parker , K and Melcher , K . 2004 . The Modular Aero-propulsion Systems Simulation (MAPSS) Users' Guide , NASA . TM 2004-212968
  • Rao , C , Rawlings , J and Mayne , D . 2003 . Constrained State Estimation for Nonlinear Discrete-time Systems: Stability and Moving Horizon Approximations . IEEE Transactions on Automatic Control , 48 : 246 – 258 .
  • Sasahara , O . 1985 . JT9D Engine/Module Performance Deterioration Results from Back to Back Testing . International Symposium on Air Breathing Engines , : 528 – 535 .
  • Shimada , N , Shirai , Y , Kuno , Y and Miura , J . 1998 . Hand Gesture Estimation and Model Refinement using Monocular Camera–Ambiguity Limitation by Inequality Constraints . Third IEEE International Conference on Automatic Face and Gesture Recognition . 1998 , Nara, Japan. pp. 268 – 273 .
  • Simon , D . 2006a . Optimal State Estimation , New York : John Wiley & Sons .
  • Simon , D . 2006b . H-infinity Filtering with Inequality Constraints for Aircraft Turbofan Engine Health Estimation . IEEE Conference on Decision and Control . 2006b , San Diego. pp. 3291 – 3296 .
  • Simon , D . 2008a . A Comparison of Filtering Approaches for Aircraft Engine Health Estimation . Aerospace Science and Technology , 12 : 276 – 284 .
  • Simon , D . 2009 . ‘Kalman Filtering with State Constraints: A Survey of Linear and Nonlinear Algorithms’ . IET Control Theory & Applications , accepted for publication
  • Simon , D and Chia , T . 2002 . Kalman Filtering with State Equality Constraints . IEEE Transactions on Aerospace and Electronic Systems , 39 : 128 – 136 .
  • Simon , D and Simon , DL . 2005 . Aircraft Turbofan Engine Health Estimation using Constrained Kalman Filtering . ASME Journal of Engineering for Gas Turbines and Power , 127 : 323 – 328 .
  • Simon , D and Simon , DL . 2006 . Kalman Filter Constraint Switching for Turbofan Engine Health Estimation . European Journal of Control , 12 : 331 – 343 .
  • Simon , D and Simon , DL . 2006 . Kalman Filtering with Inequality Constraints for Turbofan Engine Health Estimation . IEE Proceedings Control Theory & Applications , 153 : 371 – 378 .
  • Teixeira , B , Chandrasekar , J , Torres , L , Aguirre , L and Bernstein , D . 2009 . State Estimation for Linear and Non-linear Equality-constrained Systems . International Journal of Control , 82 : 918 – 936 .
  • Vathsal , S and Sarma , I . 1974 . Constrained Linear Minimax Filter for Systems with Large Plant Uncertainties . International Journal of Systems Science , 5 : 479 – 492 .
  • Volponi , A , DePold , H , Ganguli , R and Daguang , C . 2003 . The use of Kalman Filter and Neural Network Methodologies in Gas Turbine Performance Diagnostics: A Comparative Study . ASME Journal of Engineering for Gas Turbines and Power , 125 : 917 – 924 .
  • Wang , Z and Shu , H . 2000 . Variance-constrained Multiobjective Filtering for Uncertain Continuous-time Stochastic Systems . International Journal of Systems Science , 31 : 1175 – 1183 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.