Title :
Probabilistic robustness analysis of F-16 controller performance: An optimal transport approach
Author :
Halder, Abhishek ; Kooktae Lee ; Bhattacharya, Rupen
Author_Institution :
Dept. of Aerosp. Eng., Texas A&M Univ., College Station, TX, USA
Abstract :
This paper presents an optimal transport theoretic formulation to assess the controller robustness for F-16 aircraft. We compare the state regulation performance for a linear quadratic regulator (LQR) and gain scheduled LQR (gsLQR), applied to nonlinear longitudinal open-loop dynamics of F-16, under stochastic initial condition uncertainty. It is shown that both controllers have comparable immediate and asymptotic performance, but gsLQR achieves better transient performance than LQR. Algorithms based on Perron-Frobenius operator, are given for tractable computation. Numerical results from the proposed method, are in unison with Monte Carlo simulations.
Keywords :
Monte Carlo methods; aircraft; linear quadratic control; nonlinear control systems; probability; robust control; F-16 aircraft; F-16 controller performance; Monte Carlo simulations; Perron-Frobenius operator; gain scheduled LQR; gsLQR; linear quadratic regulator; nonlinear longitudinal open-loop dynamics; optimal transport theoretic formulation; probabilistic robustness analysis; Aerodynamics; Joints; Mathematical model; Probabilistic logic; Robustness; Trajectory; Uncertainty;
Conference_Titel :
American Control Conference (ACC), 2013
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4799-0177-7
DOI :
10.1109/ACC.2013.6580708