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Editorial

Model predictive control for buildings: a quantum leap?

Pages 157-158 | Published online: 09 Apr 2013

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (7)

F. Ochs, N. Franzoi, G. Dermentzis, W. Monteleone & M. Magni. (2023) Monitoring and simulation-based optimization of two multi-apartment NZEBs with heat pump, solar thermal and PV. Journal of Building Performance Simulation 0:0, pages 1-26.
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José A. Candanedo, Charalampos Vallianos, Benoit Delcroix, Jennifer Date, Ali Saberi Derakhtenjani, Navid Morovat, Camille John & Andreas K. Athienitis. (2022) Control-oriented archetypes: a pathway for the systematic application of advanced controls in buildings. Journal of Building Performance Simulation 15:4, pages 433-444.
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F. Jorissen, W. Boydens & L. Helsen. (2019) TACO, an automated toolchain for model predictive control of building systems: implementation and verification. Journal of Building Performance Simulation 12:2, pages 180-192.
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Theis Heidmann Pedersen & Steffen Petersen. (2018) Investigating the performance of scenario-based model predictive control of space heating in residential buildings. Journal of Building Performance Simulation 11:4, pages 485-498.
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Peter Rockett & Elizabeth Abigail Hathway. (2017) Model-predictive control for non-domestic buildings: a critical review and prospects. Building Research & Information 45:5, pages 556-571.
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Jaewan Joe & Panagiota Karava. (2017) Agent-based system identification for control-oriented building models. Journal of Building Performance Simulation 10:2, pages 183-204.
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Roel De Coninck, Fredrik Magnusson, Johan Åkesson & Lieve Helsen. (2016) Toolbox for development and validation of grey-box building models for forecasting and control. Journal of Building Performance Simulation 9:3, pages 288-303.
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Articles from other publishers (47)

Zhihao Zhang, Xinlei Zhou, Han Du & Ping Cui. (2023) A new model predictive control approach integrating physical and data-driven modelling for improved energy performance of district heating substations. Energy and Buildings 301, pages 113688.
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Mingfei Wang, Wengang Zheng, Chunjiang Zhao, Yang Chen, Chunling Chen & Xin Zhang. (2023) Energy-Saving Control Method for Factory Mushroom Room Air Conditioning Based on MPC. Energies 16:22, pages 7623.
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Ju-Hong Oh, Seung-Hoon Park & Eui-Jong Kim. (2023) Component model calibration using typical AHU data for improved prediction of daily heat source energy consumption. Journal of Building Engineering 76, pages 107376.
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Amin Sepehri & Gregory S. Pavlak. (2023) Evaluating optimal control of active insulation and HVAC systems in residential buildings. Energy and Buildings 281, pages 112728.
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Jaewan Joe, Piljae Im, Borui Cui & Jin Dong. (2023) Model-based predictive control of multi-zone commercial building with a lumped building modelling approach. Energy 263, pages 125494.
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Charalampos Vallianos, Andreas Athienitis & Benoit Delcroix. (2022) Automatic generation of multi-zone RC models using smart thermostat data from homes. Energy and Buildings 277, pages 112571.
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Sicheng Zhan, Yue Lei, Yuan Jin, Da Yan & Adrian Chong. (2022) Impact of occupant related data on identification and model predictive control for buildings. Applied Energy 323, pages 119580.
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Kun Zhang, Anand Prakash, Lazlo Paul, David Blum, Peter Alstone, James Zoellick, Richard Brown & Marco Pritoni. (2022) Model predictive control for demand flexibility: Real-world operation of a commercial building with photovoltaic and battery systems. Advances in Applied Energy 7, pages 100099.
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Venkatesh Chinde, Yashen Lin & Matthew J. Ellis. (2022) Data-Enabled Predictive Control for Building HVAC Systems. Journal of Dynamic Systems, Measurement, and Control 144:8.
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David Blum, Zhe Wang, Chris Weyandt, Donghun Kim, Michael Wetter, Tianzhen Hong & Mary Ann Piette. (2022) Field demonstration and implementation analysis of model predictive control in an office HVAC system. Applied Energy 318, pages 119104.
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Bart Merema, Dirk Saelens & Hilde Breesch. (2022) Demonstration of an MPC framework for all-air systems in non-residential buildings. Building and Environment 217, pages 109053.
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Jaewan Joe. (2022) Investigation on pre-cooling potential of UFAD via model-based predictive control. Energy and Buildings 259, pages 111898.
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Rahmat Heidari & Julio H. Braslavsky. (2022) Model Predictive Control Prototyping and Validation for a Large Central Cooling System. IFAC-PapersOnLine 55:16, pages 338-343.
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Yue Li & Zheming Tong. (2021) Development of real-time adaptive model-free extremum seeking control for CFD-simulated thermal environment. Sustainable Cities and Society 74, pages 103166.
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Yanis Masdoua, Moussa Boukhnifer & Kondo H. Adjallah. (2021) Building Energy Optimization with MPC Controller. Building Energy Optimization with MPC Controller.
Ye Yao & Divyanshu Kumar Shekhar. (2021) State of the art review on model predictive control (MPC) in Heating Ventilation and Air-conditioning (HVAC) field. Building and Environment 200, pages 107952.
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Matthew J. Ellis. (2021) Machine Learning Enhanced Grey-Box Modeling for Building Thermal Modeling. Machine Learning Enhanced Grey-Box Modeling for Building Thermal Modeling.
Eva Lucas Segarra, Germán Ramos Ruiz & Carlos Fernández Bandera. (2021) Probabilistic Load Forecasting Optimization for Building Energy Models via Day Characterization. Sensors 21:9, pages 3299.
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Sicheng Zhan & Adrian Chong. (2021) Data requirements and performance evaluation of model predictive control in buildings: A modeling perspective. Renewable and Sustainable Energy Reviews 142, pages 110835.
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Anjukan Kathirgamanathan, Mattia De Rosa, Eleni Mangina & Donal P. Finn. (2021) Data-driven predictive control for unlocking building energy flexibility: A review. Renewable and Sustainable Energy Reviews 135, pages 110120.
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Tiantian Dou, Yuri Kaszubowski Lopes, Peter Rockett, Elizabeth A. Hathway & Esmail Saber. (2020) Model predictive control of non-domestic heating using genetic programming dynamic models. Applied Soft Computing 97, pages 106695.
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Eva Lucas Segarra, Germán Ramos Ruiz & Carlos Fernández Bandera. (2020) Probabilistic Load Forecasting for Building Energy Models. Sensors 20:22, pages 6525.
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Gerald Schweiger, Lisa V. Eckerstorfer, Irene Hafner, Andreas Fleischhacker, Johannes Radl, Barbara Glock, Matthias Wastian, Matthias Rößler, Georg Lettner, Niki Popper & Katja Corcoran. (2020) Active consumer participation in smart energy systems. Energy and Buildings 227, pages 110359.
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Anjukan Kathirgamanathan, Thibault Péan, Kun Zhang, Mattia De Rosa, Jaume Salom, Michaël Kummert & Donal P. Finn. (2020) Towards standardising market-independent indicators for quantifying energy flexibility in buildings. Energy and Buildings 220, pages 110027.
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Matthew J. Ellis & Venkatesh Chinde. (2020) An encoder–decoder LSTM-based EMPC framework applied to a building HVAC system. Chemical Engineering Research and Design 160, pages 508-520.
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Shiyu Yang, Man Pun Wan, Wanyu Chen, Bing Feng Ng & Swapnil Dubey. (2020) Model predictive control with adaptive machine-learning-based model for building energy efficiency and comfort optimization. Applied Energy 271, pages 115147.
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Anand Krishnan Prakash, Kun Zhang, Pranav Gupta, David Blum, Marc Marshall, Gabe Fierro, Peter Alstone, James Zoellick, Richard Brown & Marco Pritoni. (2020) Solar+ Optimizer: A Model Predictive Control Optimization Platform for Grid Responsive Building Microgrids. Energies 13:12, pages 3093.
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Emilio T. Maddalena, Yingzhao Lian & Colin N. Jones. (2020) Data-driven methods for building control — A review and promising future directions. Control Engineering Practice 95, pages 104211.
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N. Cotrufo, E. Saloux, J.M. Hardy, J.A. Candanedo & R. Platon. (2020) A practical artificial intelligence-based approach for predictive control in commercial and institutional buildings. Energy and Buildings 206, pages 109563.
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Ján Drgoňa, Javier Arroyo, Iago Cupeiro Figueroa, David Blum, Krzysztof Arendt, Donghun Kim, Enric Perarnau Ollé, Juraj Oravec, Michael Wetter, Draguna L. Vrabie & Lieve Helsen. (2020) All you need to know about model predictive control for buildings. Annual Reviews in Control 50, pages 190-232.
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Shiyu Yang, Man Pun Wan, Wanyu Chen, Bing Feng Ng & Deqing Zhai. (2019) An adaptive robust model predictive control for indoor climate optimization and uncertainties handling in buildings. Building and Environment 163, pages 106326.
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D.H. Blum, K. Arendt, L. Rivalin, M.A. Piette, M. Wetter & C.T. Veje. (2019) Practical factors of envelope model setup and their effects on the performance of model predictive control for building heating, ventilating, and air conditioning systems. Applied Energy 236, pages 410-425.
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Björn Lautenschlager, Sven Pfeiffer, Christian Schmidt & Gerwald Lichtenberg. (2019) Real-time iterative learning control-two applications with time scales between years and nanoseconds. International Journal of Adaptive Control and Signal Processing 33:2, pages 424-444.
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Gesa A. Benndorf, Dominik Wystrcil & Nicolas Réhault. (2018) Energy performance optimization in buildings: A review on semantic interoperability, fault detection, and predictive control. Applied Physics Reviews 5:4.
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Pieter Wilde. 2018. Building Performance Analysis. Building Performance Analysis 503 587 .
Junjing Yang, Kwok Wai Tham, Siew Eang Lee, Mattheos Santamouris, Chandra Sekhar & David Kok Wai Cheong. (2017) Anthropogenic heat reduction through retrofitting strategies of campus buildings. Energy and Buildings 152, pages 813-822.
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Niccolò Aste, Massimiliano Manfren & Giorgia Marenzi. (2017) Building Automation and Control Systems and performance optimization: A framework for analysis. Renewable and Sustainable Energy Reviews 75, pages 313-330.
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Fulvio Re Cecconi, Massimiliano Manfren, Lavinia Chiara Tagliabue, Angelo Luigi Camillo Ciribini & Enrico De Angelis. (2017) Probabilistic behavioral modeling in building performance simulation: A Monte Carlo approach. Energy and Buildings 148, pages 128-141.
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Massimiliano Manfren. 2017. Smart Cities. Smart Cities 53 97 .
Alberto Leva, Federico Mattia Benzi, Virna Magagnotti & Giulia Vismara. (2017) Sporadic Model Predictive Control. IFAC-PapersOnLine 50:1, pages 4887-4892.
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Lavinia Chiara Tagliabue, Massimiliano Manfren, Angelo Luigi Camillo Ciribini & Enrico De Angelis. (2016) Probabilistic behavioural modeling in building performance simulation—The Brescia eLUX lab. Energy and Buildings 128, pages 119-131.
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Björn Lautenschlager & Gerwald Lichtenberg. (2016) Data-driven Iterative Learning for Model Predictive Control of Heating Systems**This work was partly supported by the project OBSERVE of the Federal Ministry for Economic Affairs and Energy, Germany.. IFAC-PapersOnLine 49:13, pages 175-180.
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Cara R. Touretzky & Michael Baldea. (2016) A hierarchical scheduling and control strategy for thermal energy storage systems. Energy and Buildings 110, pages 94-107.
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Justin Tamasauskas, José Candanedo & Martin Kegel. (2015) An Analysis of the Impact of Heat Pump Systems on Load Matching and Grid Interaction in the Canadian Context. Energy Procedia 78, pages 2124-2129.
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Cara R. Touretzky & Rakesh Patil. (2015) Building-level power demand forecasting framework using building specific inputs: Development and applications. Applied Energy 147, pages 466-477.
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Björn Lautenschlager, Kai Kruppa & Gerwald Lichtenberg. (2015) Convexity Properties of the Model Predictive Control Problem for Subclasses of Multilinear Time-Invariant Systems**This work was partly supported by the project OBSERVE of the Federal Ministry for Economic Affairs and Energy, Germany.. IFAC-PapersOnLine 48:23, pages 148-153.
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Michael Baldea & Iiro Harjunkoski. (2014) Integrated production scheduling and process control: A systematic review. Computers & Chemical Engineering 71, pages 377-390.
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