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Velocity-Free Adaptive Neural-Fuzzy Predefined-Time Attitude Control for Spacecraft

Kang Liu, Yu Wang, Yu Li, Yu Zhang, Chih‐Yung Wen

2025IEEE Transactions on Aerospace and Electronic Systems20 citationsDOI

Abstract

The high-performance control of the spacecraft attitude is significant for successfully executing diverse tasks. To realize this goal, a velocity-free adaptive neural-fuzzy predefined-time attitude controller is presented for the spacecraft with uncertain inertia, exogenous disturbances, and input saturation. Firstly, an improved predefined-time stable system is established, featuring an adjustable convergence time to enhance the flexibility of the controller design. Utilizing the robust approximation ability of the neural-fuzzy network, a state observer and a nonsingular sliding mode controller are developed to achieve accurate state measurements, improve strong robustness, and eliminate singularity issues. Subsequently, a modified anti-saturation method is designed via the Gaussian function and auxiliary compensation system to resolve the input saturation problem. Based on the Lyapunov theorem, the predefined-time stability of the whole system is confirmed. Finally, through comparative simulations and numerical analysis, it can be concluded that: 1) the system state converges within a predefined time related to only a single parameter, and the actual convergence time is adjustable; and 2) compared to existing control schemes, the proposed control scheme demonstrates superior anti-disturbance ability, avoids potential singularities, achieves faster convergence, and eliminates input saturation.

Topics & Concepts

Control theory (sociology)Robustness (evolution)Artificial neural networkSpacecraftLyapunov functionAdaptive controlComputer scienceConvergence (economics)Fuzzy control systemInertiaSliding mode controlFuzzy logicControl engineeringEngineeringArtificial intelligenceControl (management)Nonlinear systemChemistryEconomicsGeneClassical mechanicsQuantum mechanicsBiochemistryPhysicsAerospace engineeringEconomic growthAdaptive Control of Nonlinear SystemsInertial Sensor and NavigationControl and Dynamics of Mobile Robots
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