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Abstract: Stability conditions for a perturbed plant control by a conventional robust controller and a neurocontroller are presented. The neural net-based ...
This paper presents a method for designing a robustly stable closed-loop system, which contains a neural network. The robust control scheme is based on the ...
Stability conditions for a perturbed plant control by a conventional robust controller and a neurocontroller are presented. The neural net-based direct ...
Perturbation-based methods aim at exploring DNNs by modifying the input of a model, be it pixels in an image, words in a text, or similar elements of some other ...
This paper investigates the event-triggered control problem for perturbed systems under neural network controllers.
Missing: networks. | Show results with:networks.
By using singular perturbation methods, the system order is reduced, and the controller structure is simplified. The closed-loop stability is analyzed and the ...
Abstract. This paper proposes an adaptive neural network control method for a class of perturbed strict-feedback nonlinear systems with unknown time delays.
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This paper investigates the event-triggered control problem for perturbed systems under neural network controllers.
Deep neural networks are known to be fragile to small adversarial perturbations, which raises se- rious concerns when a neural network policy is.
This article addresses the neural network (NN)-based control and observer design for a class of singularly perturbed nonlinear (SPN) systems with guaranteed H ∞ ...
Missing: networks. | Show results with:networks.