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

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Resumé

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.
OriginalsprogEngelsk
TitelProceedings of the 16th IBPSA International Conference and Exhibition Building Simulation 2019
StatusAccepteret/In press - 6. maj 2019
Begivenhed16th IBPSA International Conference and Exhibition Building Simulation 2019, Rome, 2-4 September, 2019 - Rome, Italien
Varighed: 2. sep. 20194. sep. 2019
http://buildingsimulation2019.org

Konference

Konference16th IBPSA International Conference and Exhibition Building Simulation 2019, Rome, 2-4 September, 2019
LandItalien
ByRome
Periode02/09/201904/09/2019
Internetadresse

Fingeraftryk

Derivatives

Citer dette

Arendt, K., & Veje, C. (Accepteret/In press). MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings. I Proceedings of the 16th IBPSA International Conference and Exhibition Building Simulation 2019
Arendt, Krzysztof ; Veje, Christian. / MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings. Proceedings of the 16th IBPSA International Conference and Exhibition Building Simulation 2019. 2019.
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title = "MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings",
abstract = "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.",
keywords = "model predictive control, building simulation, multiple shooting, open source",
author = "Krzysztof Arendt and Christian Veje",
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Arendt, K & Veje, C 2019, MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings. i Proceedings of the 16th IBPSA International Conference and Exhibition Building Simulation 2019. 16th IBPSA International Conference and Exhibition Building Simulation 2019, Rome, 2-4 September, 2019, Rome, Italien, 02/09/2019.

MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings. / Arendt, Krzysztof; Veje, Christian.

Proceedings of the 16th IBPSA International Conference and Exhibition Building Simulation 2019. 2019.

Publikation: Bidrag til bog/antologi/rapport/konference-proceedingKonferencebidrag i proceedingsForskningpeer review

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Arendt K, Veje C. MShoot: an Open Source Framework for Multiple Shooting MPC in Buildings. I Proceedings of the 16th IBPSA International Conference and Exhibition Building Simulation 2019. 2019