2 papers
math.OC2025
Deep Operator Neural Network Model Predictive Control
Thomas Oliver de Jong, Khemraj Shukla, Mircea Lazar
In this paper, we consider the design of model predictive control (MPC) algorithms based on deep operator neural networks (DeepONets). These neural networks are capable of accurate…
eess.SY2024
Kernelized offset-free data-driven predictive control for nonlinear systems
Thomas Oliver de Jong, Mircea Lazar
This paper presents a kernelized offset-free data-driven predictive control scheme for nonlinear systems. Traditional model-based and data-driven predictive controllers often strug…