Adaptive nonlinear control without overparametrization
Systems & Control Letters
Adaptive fuzzy systems and control: design and stability analysis
Adaptive fuzzy systems and control: design and stability analysis
Feedback linearization using neural networks
Automatica (Journal of IFAC)
Nonlinear and Adaptive Control Design
Nonlinear and Adaptive Control Design
Adaptive Control of Nonsmooth Dynamic Systems
Adaptive Control of Nonsmooth Dynamic Systems
Stable Adaptive Neural Network Control
Stable Adaptive Neural Network Control
Neuro-Fuzzy Control of Industrial Systems with Actuator Nonlinearities
Neuro-Fuzzy Control of Industrial Systems with Actuator Nonlinearities
Automatica (Journal of IFAC)
Adaptive neural network control for strict-feedback nonlinear systems using backstepping design
Automatica (Journal of IFAC)
Adaptive NN control of uncertain nonlinear pure-feedback systems
Automatica (Journal of IFAC)
Automatica (Journal of IFAC)
An ISS-modular approach for adaptive neural control of pure-feedback systems
Automatica (Journal of IFAC)
Direct adaptive NN control of a class of nonlinear systems
IEEE Transactions on Neural Networks
CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference
Adaptive fuzzy control of nonlinear systems in pure feedback form based on input-to-state stability
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Fuzzy Systems
A DSC approach to robust adaptive NN tracking control for strict-feedback nonlinear systems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
IEEE Transactions on Neural Networks
Brief paper: Adaptive dynamic surface control for linear multivariable systems
Automatica (Journal of IFAC)
Improved Output Tracking of a Flexible-Joint Arm using Neural Networks
Neural Processing Letters
IEEE Transactions on Neural Networks
Adaptive tracking control of uncertain MIMO nonlinear systems with input constraints
Automatica (Journal of IFAC)
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part I
Adaptive tracking control for a class of perturbed nonlinear time-delay systems
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Adaptive neural network dynamic surface control for perturbed nonlinear time-delay systems
International Journal of Automation and Computing
International Journal of Automation and Computing
Evolving intelligent system for the modelling of nonlinear systems with dead-zone input
Applied Soft Computing
Information Sciences: an International Journal
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In this paper, adaptive dynamic surface control (DSC) is developed for a class of pure-feedback nonlinear systems with unknown dead zone and perturbed uncertainties using neural networks. The explosion of complexity in traditional backstepping design is avoided by utilizing dynamic surface control and introducing integral-type Lyapunov function. It is proved that the proposed design method is able to guarantee semi-global uniform ultimate boundedness of all signals in the closed-loop system, with arbitrary small tracking error by appropriately choosing design constants. Simulation results demonstrate the effectiveness of the proposed approach.