A Feasibility Condition for the Governor-based Tuning of Explicit MPC: Application to a Hydraulic Plant

R Dyrska, S Leonow, M Fikar, M Mönnigmann - IFAC-PapersOnLine, 2024 - Elsevier
We propose a feasibility condition for reference governors that are used to tune the behavior
of a reference-tracking explicit model predictive controller. Governors allow for a simple …

Embedded Implementation of a Neural Network emulating Nonlinear MPC in a process control application*

S Leonow, R Dyrska… - 2023 European Control …, 2023 - ieeexplore.ieee.org
We present the design, training, and implementation of a nonlinear autoregressive neural
network for the control of a multi-input, multi-output hydraulic plant. The network mimics the …