Approximate model predictive building control via machine learning
Drgoňa, Ján, Picard, Damien, Kvasnica, Michal, Helsen, Lieve
Published in Applied energy (15.05.2018)
Published in Applied energy (15.05.2018)
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Journal Article
Impact of the controller model complexity on model predictive control performance for buildings
Picard, Damien, Drgoňa, Ján, Kvasnica, Michal, Helsen, Lieve
Published in Energy and buildings (01.10.2017)
Published in Energy and buildings (01.10.2017)
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Journal Article
Physics-constrained deep learning of multi-zone building thermal dynamics
Drgoňa, Ján, Tuor, Aaron R., Chandan, Vikas, Vrabie, Draguna L.
Published in Energy and buildings (15.07.2021)
Published in Energy and buildings (15.07.2021)
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Journal Article
MPC-based reference governor control of a continuous stirred-tank reactor
Holaza, Juraj, Klaučo, Martin, Drgoňa, Ján, Oravec, Juraj, Kvasnica, Michal, Fikar, Miroslav
Published in Computers & chemical engineering (04.01.2018)
Published in Computers & chemical engineering (04.01.2018)
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Journal Article
Optimal control of a laboratory binary distillation column via regionless explicit MPC
Drgoňa, Ján, Klaučo, Martin, Janeček, Filip, Kvasnica, Michal
Published in Computers & chemical engineering (04.01.2017)
Published in Computers & chemical engineering (04.01.2017)
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Journal Article
Neuro-physical dynamic load modeling using differentiable parametric optimization
Abhyankar, Shrirang, Drgona, Jan, Tuor, Aaron, August, Andrew
Published in 2023 IEEE Power & Energy Society General Meeting (PESGM) (16.07.2023)
Published in 2023 IEEE Power & Energy Society General Meeting (PESGM) (16.07.2023)
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Conference Proceeding
Dissipative Deep Neural Dynamical Systems
Drgona, Jan, Tuor, Aaron, Vasisht, Soumya, Vrabie, Draguna
Published in IEEE Open Journal of Control Systems (2022)
Published in IEEE Open Journal of Control Systems (2022)
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Journal Article
Teaching Classical and Advanced Control of Binary Distillation Column
Sharma, Ayush, Drgoňa, Ján, Ingole, Deepak, Holaza, Juraj, Valo, Richard, Koniar, Simon, Kvasnica, Michal
Published in IFAC-PapersOnLine (2016)
Published in IFAC-PapersOnLine (2016)
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Journal Article
All you need to know about model predictive control for buildings
Drgoňa, Ján, Arroyo, Javier, Cupeiro Figueroa, Iago, Blum, David, Arendt, Krzysztof, Kim, Donghun, Ollé, Enric Perarnau, Oravec, Juraj, Wetter, Michael, Vrabie, Draguna L., Helsen, Lieve
Published in Annual reviews in control (01.01.2020)
Published in Annual reviews in control (01.01.2020)
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Journal Article
Explicit stochastic MPC approach to building temperature control
Drgona, Jan, Kvasnica, Michal, Klauco, Martin, Fikar, Miroslav
Published in 52nd IEEE Conference on Decision and Control (01.12.2013)
Published in 52nd IEEE Conference on Decision and Control (01.12.2013)
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Conference Proceeding
Regionless explicit MPC of a distillation column
Drgona, Jan, Janecek, Filip, Klauco, Martin, Kvasnica, Michal
Published in 2016 European Control Conference (ECC) (01.06.2016)
Published in 2016 European Control Conference (ECC) (01.06.2016)
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Conference Proceeding
Model identification and predictive control of a laboratory binary distillation column
Drgona, Jan, Klauco, Martin, Valo, Richard, Bendzala, Jakub, Fikar, Miroslav
Published in 2015 20th International Conference on Process Control (PC) (01.06.2015)
Published in 2015 20th International Conference on Process Control (PC) (01.06.2015)
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Conference Proceeding
Building optimization testing framework (BOPTEST) for simulation-based benchmarking of control strategies in buildings
Blum, David, Arroyo, Javier, Huang, Sen, Drgoňa, Ján, Jorissen, Filip, Walnum, Harald Taxt, Chen, Yan, Benne, Kyle, Vrabie, Draguna, Wetter, Michael, Helsen, Lieve
Published in Journal of building performance simulation (03.09.2021)
Published in Journal of building performance simulation (03.09.2021)
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Journal Article
A guideline to document occupant behavior models for advanced building controls
Dong, Bing, Markovic, Romana, Carlucci, Salvatore, Liu, Yapan, Wagner, Andreas, Liguori, Antonio, van Treeck, Christoph, Oleynikov, Dmitry, Azar, Elie, Fajilla, Gianmarco, Drgoňa, Ján, Kim, Joyce, Vellei, Marika, De Simone, Marilena, Shamsaiee, Masood, Bavaresco, Mateus, Favero, Matteo, Kjaergaard, Mikkel, Osman, Mohamed, Frahm, Moritz, Dabirian, Sanam, Yan, Da, Kang, Xuyuan
Published in Building and environment (01.07.2022)
Published in Building and environment (01.07.2022)
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Journal Article