In recent years, increasing the energy efficiency of the building has become one of the
objectives of facility managers. In this sense, monitoring-based commissioning and …

Open-source modelling libraries facilitate the standardization and harmonization of model
development. In the context of building energy systems, Modelica is a suitable modelling …

Large-scale heat pumps are a promising technology for the decarbonisation of heat
supplied in buildings and industries, provided they operate as expected. However, common …

The application of automated fault detection and diagnosis algorithms has proven to be an
effective way to increase the energy efficiency of buildings. While data-driven strategies …

Abstract Development and calibration of first-principles dynamic models of vapor
compression cycles (VCCs) is of critical importance for applications that include control …

We present a gradient-based meta-learning framework for rapid adaptation of neural state-
space models (NSSMs) for black-box system identification. When applicable, we also …

Heat pump systems are a key technology towards the decarbonisation of district heating
systems as they can leverage renewable energy sources and industrial excess heat. Large …

In order to improve the control performance of vapor compression cycles (VCCs), it is often
necessary to construct accurate dynamical models of the underlying thermo-fluid dynamics …

Physics-based computational models of vapor compression systems (VCSs) enable high-
fidelity simulations but require high-dimensional state representations. The underlying VCS …

State and parameter estimation methodologies have the potential to make a significant
impact in the development of broad array of capabilities for widely-used vapor compression …