MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings

Autor: Krzysztof Arendt, Christian Veje
Přispěvatelé: Corrado, V., Fabrizio, E., Gasparella, A., Patuzzi, F.
Jazyk: angličtina
Rok vydání: 2020
Předmět:
Zdroj: Arendt, K & Veje, C 2020, MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings . in V Corrado, E Fabrizio, A Gasparella & F Patuzzi (eds), Proceedings of Building Simulation 2019 : 16th IBPSA International Conference and Exhibition . International Building Performance Simulation Association, Proceedings of the International Building Performance Simulation Association, vol. 16, pp. 2787-2794, 16th IBPSA International Conference and Exhibition Building Simulation, Rome, Italy, 02/09/2019 . https://doi.org/10.26868/25222708.2019.210157
DOI: 10.26868/25222708.2019.210157
Popis: The paper presents a new open source MPC framework for building operation based on the multiple shooting method, called MShoot. The framework is suitable for both physical and data-driven models, and allows to connect models through one of the three available interfaces: FMI, scikit interface, and generic Python interface. The framework was tested on two different MPC setups, based on a physical and a data-driven control model, respectively. The results indicate that the framework is currently suitable for small scale optimization problems. A support for analytical derivatives, planned in the next version of the software, is a prerequisite for large scale problems.
Databáze: OpenAIRE