Research Article
Building Systems and
Components
E-mail: vladimir.vukovic@ait.ac.at
Calibration and validation of a solar thermal system model in Modelica
Giuliano Fontanella, Daniele Basciotti, Florian Dubisch, Florian Judex, Anita Preisler, Christian Hettfleisch,
Vladimir Vukovic (), Tim Selke
Austrian Institute of Technology, Energy Department, Vienna, Austria
Abstract
Recent advancements in the domain of modeling physical processes offer opportunities to use
equation based modeling environments, such as Modelica, for the simulation of building heating,
ventilation, and air-conditioning (HVAC) systems. The current work demonstrates Modelica
capabilities in a case study of real building solar thermal system simulation. The simulated system
is part of an innovative ENERGYbase building, designed according to the so called Passivhaus
standard. Model calibration and validation procedure is developed to include optimization based
parametric adjustments of component models using the monitoring data during a single week.
The calibrated system adequately reproduces half a year of real system operation. Future work will
concentrate on application of the developed calibration and validation methodology in the whole
year overall building energy simulation.
Keywords
passive house,
HVAC system modeling,
model calibration,
validation case study,
Modelica libraries,
equation based simulation environment
Article History
Received: 31 October 2011
Revised: 21 January 2012
Accepted: 3 February 2012
© Tsinghua University Press and
Springer-Verlag Berlin Heidelberg
2012
1 Literature review
In spite of the large number of available building energy soft-
ware tools (DOE 2008), a real building system performance
usually differs from the operation predicted by simulations
(Trcka and Hensen 2010). In addition to achieving the closer
match between simulations and real building operation, the
researchers point out an overall need for the building
simulation tools to support flexible modeling environments
which allow simulations of alternative building system
configurations. One of such flexible modeling environments
is provided through usage of Modelica, an object oriented
equation based modeling language (Modelica 2010). Modelica
is also found to offer significant modeling advantages for
building energy simulations in comparison to procedural
tools, such as Matlab/Simulink (Sodja and Zupancic 2009)
or TRNSYS (Wetter and Haugstetter 2006).
Thus, Modelica may offer viable alternatives to provide
desired correspondence between simulation and monitoring
data, at the same time satisfying the required modeling
flexibility. However, necessary prerequisites for broader
usage of the Modelica simulation environment in building
energy simulations are suitable modeling libraries containing
basic building and system simulation models. Although
significant efforts focused on development of such models
in the past (Yuan and O’Neill 2008; Matthes et al. 2006;
Wischhusen and Schmitz 2004; Hoffmann and Kahler 2003;
Felgner et al. 2002), to date no commercially of publicly
available library was found to offer a range of validated
building and system simulation models comparable to
typical procedural building simulation tools. Even the most
comprehensive state-of-the-art Modelica building simulation
libraries are still under development (Wetter 2009), not
validated, and do not include models of all building com-
ponents whose performance may be of interest to heating,
ventilation and air-conditioning (HVAC) system design
practitioners.
The current research aims to demonstrate Modelica
capabilities, calibrate and validate the available models for
simulation of real solar thermal building systems, achieving
BUILD SIMUL (2012) 5: 293 – 300
DOI 10.1007/s12273-012-0070-y