no code implementations • 21 Feb 2024 • Liqiu Dong, Marta Zagorowska, Tong Liu, Alex Durkin, Mehmet Mercangöz
Physics informed neural networks (PINNs) have recently been proposed as surrogate models for solving process optimization problems.
no code implementations • 4 Dec 2023 • Marta Zagorowska, Lukas Ortmann, Alisa Rupenyan, Mehmet Mercangoez, Lars Imsland
Online Feedback Optimization (OFO) controllers steer a system to its optimal operating point by treating optimization algorithms as auxiliary dynamic systems.
no code implementations • 26 Oct 2023 • Marta Zagorowska, Christopher König, Hanlin Yu, Efe C. Balta, Alisa Rupenyan, John Lygeros
The performance of the new method is first validated in a simulated precision motion system, demonstrating improved computational efficiency, and illustrating the role of exploiting numerical solvers to reach the desired precision.
no code implementations • 4 Jul 2023 • Varsha Behrunani, Marta Zagorowska, Mathias Hudoba de Badyn, Francesco Ricca, Philipp Heer, John Lygeros
Mitigating the energy use in buildings, together with satisfaction of comfort requirements are the main objectives of efficient building control systems.