Physics-informed neural network modeling and predictive control of district heating systems

LB de Giuli, A La Bella… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This article addresses the data-based modeling and optimal control of district heating
systems (DHSs). Physical models of such large-scale networked systems are governed by …

Optimal management and data-based predictive control of district heating systems: The Novate Milanese experimental case-study

A La Bella, A Del Corno - Control Engineering Practice, 2023 - Elsevier
This paper addresses the modelling and optimal control of district heating systems
connected to the electrical grid, with the goal of maximizing their operational efficiency and …

Adaptive control for flow and volume regulation in multi-producer district heating systems

JE Machado, M Cucuzzella, N Pronk… - IEEE Control …, 2021 - ieeexplore.ieee.org
Flow and storage volume regulation is essential for the adequate transport and
management of energy resources in district heating systems. In this letter, we propose a …

Control-Oriented Modeling, Simulation, and Predictive Control of District Heating Networks

L Nigro, A La Bella, F Casella… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
District heating networks (DHNs) are recognized as pivotal infrastructures to reduce the
carbon footprint of the heating sector. However, their large-scale dimension and the involved …

Finite-time output parameter estimation for a class of nonlinear systems

G Rinaldi, JE Machado, M Cucuzzella… - IEEE Control …, 2022 - ieeexplore.ieee.org
In this letter, a novel scheme is proposed to identify in finite time the value of an unknown
output parameter for a class of nonlinear dynamical systems. Inspired by the Super-Twisting …

Port-hamiltonian modeling of hydraulics in 4th generation district heating networks

F Strehle, JE Machado, M Cucuzzella… - 2022 IEEE 61st …, 2022 - ieeexplore.ieee.org
In this paper, we use elements of graph theory and port-Hamiltonian systems to develop a
modular dynamic model describing the hydraulic behavior of 4th generation district heating …

Decentralized temperature and storage volume control in multiproducer district heating

JE Machado, J Ferguson, M Cucuzzella… - IEEE Control …, 2022 - ieeexplore.ieee.org
Modern district heating technologies have a great potential to make the energy sector more
flexible and sustainable due to their capabilities to use energy sources of varied nature and …

Investigation of predictive regulation strategy of secondary loop in district heating systems

Z Li, Z Luo, N Zhang, X Lin, W Huang, E Feng… - Sustainability, 2023 - mdpi.com
The urban energy system is greatly dependent on the District Heating System (DHS).
However, many difficulties with regulation and control are caused by its large scale and …

A port-hamiltonian approach to modeling and control of an electro-thermal microgrid

A Krishna, J Schiffer - IFAC-PapersOnLine, 2021 - Elsevier
We address the problems of modeling and controlling multi-energy microgrids (meMGs)
composed of an electrical and a thermal system, which are connected via heat pumps (HPs) …

A Predictive Operation Controller for an Electro-Thermal Microgrid Utilizing Variable Flow Temperatures

M Rose, CA Hans, J Schiffer - IFAC-PapersOnLine, 2023 - Elsevier
We propose an optimal operation controller for an electro-thermal microgrid. Compared to
existing work, our approach increases flexibility by operating the thermal network with …