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Fuzzy Optimal Tracking Control of Hypersonic Flight Vehicles via Single-Network Adaptive Critic Design

Xiangwei Bu, Qiang Qi

2020IEEE Transactions on Fuzzy Systems181 citationsDOIOpen Access PDF

Abstract

Optimal performance is extremely important for hypersonic flight control. Different from most existing methodologies, which only consider basic control performance including stability, robustness, and transient performance, this article deals with the design of nearly optimal tracking controllers for hypersonic flight vehicles (HFVs). First, main controllers are developed for the velocity subsystem and the altitude subsystem of HFVs via concise fuzzy approximations. Then, optimal controllers are nearly implemented utilizing single-network adaptive critic design. Moreover, the stability of closed-loop systems and the convergence of optimal controllers are theoretically proved. Finally, compared simulation results are given to verify the superiority. The special contribution is the application of a low-complex control structure owing to the critic-only network and advanced learning laws developed for fuzzy approximations, which is expected to guarantee satisfied real-time performance.

Topics & Concepts

Control theory (sociology)Robustness (evolution)Computer scienceOptimal controlHypersonic speedFuzzy logicFuzzy control systemHypersonic flightStability (learning theory)Adaptive controlConvergence (economics)Control engineeringEngineeringControl (management)Mathematical optimizationMathematicsArtificial intelligenceAerospace engineeringEconomic growthBiochemistryMachine learningGeneChemistryEconomicsAdaptive Dynamic Programming ControlAdaptive Control of Nonlinear SystemsGuidance and Control Systems