2 papers
math.DS2025
Designing Robust Software Sensors for Nonlinear Systems via Neural Networks and Adaptive Sliding Mode Control
Ayoub Farkane, Mohamed Boutayeb, Mustapha Oudani +1
Accurate knowledge of the state variables in a dynamical system is critical for effective control, diagnosis, and supervision, especially when direct measurements of all states are…
cs.LG2025
PINN-Obs: Physics-Informed Neural Network-Based Observer for Nonlinear Dynamical Systems
Ayoub Farkane, Mohamed Boutayeb, Mustapha Oudani +1
State estimation for nonlinear dynamical systems is a critical challenge in control and engineering applications, particularly when only partial and noisy measurements are availabl…