DocumentCode
2463582
Title
H∞ Filtering with Inequality Constraints for Aircraft Turbofan Engine Health Estimation
Author
Simon, Dan
Author_Institution
Dept. of Electr. & Comput. Eng., Cleveland State Univ., OH
fYear
2006
fDate
13-15 Dec. 2006
Firstpage
3291
Lastpage
3296
Abstract
H∞ filters (also called minimax filters) can estimate the state variables of a dynamic system. However, in the application of state estimators, some known signal information is often either ignored or dealt with heuristically. The contribution of this paper is three-fold: first, this paper extends previous work on equality-constrained H∞ filtering and derives some new theoretical results; second, this paper shows how the inequality-constrained H∞ filtering problem can be reduced to a standard quadratic programming problem; third, this paper shows how inequality-constrained H∞ filtering can be applied to aircraft engine health estimation. The incorporation of state constraints significantly increases the computational effort of the filter but also improves its estimation accuracy. The improved estimation accuracy is shown in this paper both theoretically and experimentally. We also show that the Kalman filter performs better for aircraft engine health estimation under nominal conditions, but (in agreement with theory) the H∞ filter performs better in the presence of unmodeled errors with respect to worst case estimation error
Keywords
H∞ optimisation; Kalman filters; constraint handling; filtering theory; jet engines; minimax techniques; quadratic programming; state estimation; H infinity; Kalman filter; aircraft turbofan engine health estimation; equality-constrained filtering; inequality constraint; inequality-constrained filtering; minimax filter; quadratic programming; signal information; state constraint; state variable estimation; worst case estimation error; Aircraft propulsion; Control systems; Engines; Filtering theory; Finite impulse response filter; IIR filters; Parameter estimation; Quadratic programming; State estimation; USA Councils;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2006 45th IEEE Conference on
Conference_Location
San Diego, CA
Print_ISBN
1-4244-0171-2
Type
conf
DOI
10.1109/CDC.2006.376880
Filename
4177014
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