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Fixed-Time Composite Neural Learning Control of Flexible Telerobotic Systems

Yana Yang, Huixin Jiang, Lu Gan, Changchun Hua, Junpeng Li

2023IEEE Transactions on Cybernetics21 citationsDOI

Abstract

This article is devoted to the fixed-time synchronous control for a class of uncertain flexible telerobotic systems. The presence of unknown joint flexible coupling, time-varying system uncertainties, and external disturbances makes the system different from those in the related works. First, the lumped system dynamics uncertainties and external disturbances are estimated successfully by designing a new composite adaptive neural networks (CANNs) learning law skillfully. Moreover, the fast-transient, satisfactory robustness, and high-precision position/force synchronization are also realized by design of fixed-time impedance control strategies. Furthermore, the "complexity explosion" issue triggered by traditional backstepping technology is averted efficiently via a novel fixed-time command filter and filter compensation signals. And then, sufficient conditions of system controller parameters and fixed-time stability are theoretically given by establishing the Lyapunov stability theorem. Besides, the absolute stability of the two-port networked system under complex transmission time delays is rigorously proved. Finally, simulations are performed with 2-link flexible telerobotic systems under two cases, results are presented to realistically verify the proposed control algorithm available.

Topics & Concepts

BacksteppingControl theory (sociology)Robustness (evolution)Computer scienceSynchronization (alternating current)Lyapunov functionControl engineeringLyapunov stabilityAdaptive controlEngineeringNonlinear systemControl (management)Artificial intelligenceBiochemistryComputer networkPhysicsChemistryQuantum mechanicsGeneChannel (broadcasting)Adaptive Control of Nonlinear SystemsTeleoperation and Haptic SystemsDistributed Control Multi-Agent Systems
Fixed-Time Composite Neural Learning Control of Flexible Telerobotic Systems | Litcius