Integrated Modelica Model and Model Predictive Control of a Terraced House Using IDEAS

Modelica has been used extensively within the Thermal System Simulation (The SySi) research group at KU Leuven to simulate and optimize the control and design of building energy systems. Within this scope, the open source Modelica library IDEAS has been developed (Jorissen et al., 2018c) and papers have been published that explain how IDEAS can be used to develop fast simulation models and MPC. Jorissen et al. (2018a) describe the detailed Modelica model of an office building and a comparison with measured data. An MPC has been developed for this model using TACO, an MPC framework that is tailored to buildings (Jorissen et al., 2018b). In simulations the operational cost of the building was reduced by more than 50 %, however thermal depletion of the ground by passive cooling was not accounted for. The presented approach for speeding up models was thus far demonstrated in papers but open-source practical examples of reasonable size are not yet available, which makes it harder for Modelica users to learn from these guidelines. Therefore, this paper presents an opensource simulation model of a 9 zones terraced house for which these earlier presented guidelines are applied and

[1]  Moritz Diehl,et al.  CasADi: a software framework for nonlinear optimization and optimal control , 2018, Mathematical Programming Computation.

[2]  Michael Wetter Modelica-based Modeling and Simulation to Support Research and Development in Building Energy and Control Systems , 2010 .

[3]  Michael Wetter,et al.  Simulation Speed Analysis and Improvements of Modelica Models for Building Energy Simulation , 2015 .

[4]  Lieve Helsen,et al.  TACO, an automated toolchain for model predictive control of building systems: implementation and verification , 2018, Journal of Building Performance Simulation.

[5]  Karl-Erik Årzén,et al.  Modeling and optimization with Optimica and JModelica.org - Languages and tools for solving large-scale dynamic optimization problems , 2010, Comput. Chem. Eng..

[6]  Dirk Müller,et al.  AixLib - An Open-Source Modelica Library within the IEA-EBC Annex60 Framework , 2016 .

[7]  Thierry S. Nouidui,et al.  Equation-based languages- A new paradigm for building energy modeling, simulation and optimization , 2016 .

[8]  Thierry S. Nouidui,et al.  Modelica Buildings library , 2014 .

[9]  Christoph Nytsch-Geusen,et al.  Modelica BuildingSystems − eine Modellbibliothek zur Simulation komplexer energietechnischer Gebäudesysteme , 2013 .

[10]  Edward A. Lee,et al.  Prototyping the Next Generation EnergyPlus Simulation Engine , 2015, Building Simulation Conference Proceedings.

[11]  Michael Wetter,et al.  Simplifications for hydronic system models in modelica , 2018 .

[12]  Damien Picard,et al.  Methodology for Obtaining Linear State Space Building Energy Simulation Models , 2015 .

[13]  F Jorissen Toolchain for Optimal Control and Design of Energy Systems in Buildings , 2018 .

[14]  Dirk Saelens,et al.  Implementation and verification of the IDEAS building energy simulation library , 2018 .