Differential neural network robust constrained controller using approximate dynamic programming

S Noriega-Marquez, A Poznyak… - European Journal of …, 2024 - Elsevier
This study focuses on developing a continuous differential neural network (DNN)
approximating min–max robust control by applying dynamic neural programming. The …

Constrained Neuro-Identifier for Controlling the Unicycle Mobile Robot

I Salgado, M Mera, H Ríos… - 2023 IEEE Symposium …, 2023 - ieeexplore.ieee.org
This work proposes the design of a robust controller for the perturbed kinematic model of the
unicycle mobile robot, considering a neuro-identifier that imposes restrictions on the …

A ROBUST DIFFERENTIAL NEURAL ODE OPTIMIZER

P Theodoropoulos, GH Liu, T Chen… - The Twelfth International … - openreview.net
Neural networks and neural ODEs tend to be vulnerable to adversarial attacks, rendering
robust optimizers critical to curb the success of such attacks. In this regard, the key insight of …

[PDF][PDF] Neuro-integral sliding mode control for the perturbed unicycle mobile robot

I Salgado, M Mera, M Ballesteros, H Rıos - researchgate.net
This work proposes the design of a robust controller for the perturbed kinematic model of the
unicycle mobile robot. The controller is based on integral sliding modes (ISMs) and the …