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HVAC&R Research Volume 17, 2011 - Issue 1
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Original Articles

Advanced control strategies for heating, ventilation, air-conditioning, and refrigeration systems—An overview: Part I: Hard control

D. Subbaram Naidu Department or Electrical Engineering and Computer Science, Idaho State University, Pocatello, ID, USA
&
Craig G. Rieger Idaho National Laboratory, Idaho Falls, ID, USA
Pages 2-21 | Received 05 Apr 2010, Accepted 01 Nov 2010, Published online: 18 Feb 2011

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Ki Uhn Ahn & Cheol Soo Park. (2020) Application of deep Q-networks for model-free optimal control balancing between different HVAC systems. Science and Technology for the Built Environment 26:1, pages 61-74.
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Christina Anastasiadi & Anastasios I. Dounis. (2018) Co-simulation of fuzzy control in buildings and the HVAC system using BCVTB. Advances in Building Energy Research 12:2, pages 195-216.
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Concettina Marino, Antonino Nucara, Giorgia Peri, Matilde Pietrafesa, Alfredo Pudano & Gianfranco Rizzo. (2015) An MAS-based subjective model for indoor adaptive thermal comfort. Science and Technology for the Built Environment 21:2, pages 114-125.
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Gongsheng Huang & Fillip Jordán. (2012) Model-based robust temperature control for VAV air-conditioning system. HVAC&R Research 18:3, pages 432-445.
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Maryam Gholamzadehmir, Claudio Del Pero, Simone Buffa, Roberto Fedrizzi & Niccolo' Aste. (2020) Adaptive-predictive control strategy for HVAC systems in smart buildings – A review. Sustainable Cities and Society 63, pages 102480.
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Silvio Brandi, Marco Savino Piscitelli, Marco Martellacci & Alfonso Capozzoli. (2020) Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings. Energy and Buildings 224, pages 110225.
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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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Dapeng Zhang & Zhiwei Gao. (2019) Improvement of Refrigeration Efficiency by Combining Reinforcement Learning with a Coarse Model. Processes 7:12, pages 967.
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Xiuming Li, Tianyi Zhao, Pengdan Fan & Jili Zhang. (2019) Rule-based fuzzy control method for static pressure reset using improved Mamdani model in VAV systems. Journal of Building Engineering 22, pages 192-199.
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Marcel A. Staedter & Srinivas Garimella. (2019) A data driven control strategy for optimal and flexible operation of absorption systems. International Journal of Refrigeration 97, pages 157-168.
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Zakia Afroz, GM Shafiullah, Tania Urmee & Gary Higgins. (2018) Modeling techniques used in building HVAC control systems: A review. Renewable and Sustainable Energy Reviews 83, pages 64-84.
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Farinaz Behrooz, Norman Mariun, Mohammad Marhaban, Mohd Mohd Radzi & Abdul Ramli. (2018) Review of Control Techniques for HVAC Systems—Nonlinearity Approaches Based on Fuzzy Cognitive Maps. Energies 11:3, pages 495.
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Abdul Afram, Alan S. Fung, Farrokh Janabi-Sharifi & Kaamran Raahemifar. (2018) Development and performance comparison of low-order black-box models for a residential HVAC system. Journal of Building Engineering 15, pages 137-155.
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Y. Stauffer, E. Olivero, E. Onillon, C. Mahmed & D. Lindelöf. (2017) NeuroCool: field tests of an adaptive, model-predictive controller for HVAC systems. Energy Procedia 122, pages 127-132.
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Yang Wang, Jens Kuckelkorn & Yu Liu. (2017) A state of art review on methodologies for control strategies in low energy buildings in the period from 2006 to 2016. Energy and Buildings 147, pages 27-40.
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Sebastian Thiem, Alexander Born, Vladimir Danov, Annelies Vandersickel, Jochen Schäfer & Thomas Hamacher. (2017) Automated identification of a complex storage model and hardware implementation of a model-predictive controller for a cooling system with ice storage. Applied Thermal Engineering 121, pages 922-940.
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Daniel Schwingshackl, Jakob Rehrl, Martin Horn, Julian Belz & Oliver Nelles. (2017) Model extension for model based MIMO control in HVAC systems. Journal of Building Engineering 11, pages 224-229.
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Abdul Afram & Farrokh Janabi-Sharifi. (2016) Effects of dead-band and set-point settings of on/off controllers on the energy consumption and equipment switching frequency of a residential HVAC system. Journal of Process Control 47, pages 161-174.
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Amin Mirakhorli & Bing Dong. (2016) Occupancy behavior based model predictive control for building indoor climate—A critical review. Energy and Buildings 129, pages 499-513.
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Godwine Swere Okochi & Ye Yao. (2016) A review of recent developments and technological advancements of variable-air-volume (VAV) air-conditioning systems. Renewable and Sustainable Energy Reviews 59, pages 784-817.
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Aleksander Preglej, Jakob Rehrl, Daniel Schwingshackl, Igor Steiner, Martin Horn & Igor Škrjanc. (2014) Energy-efficient fuzzy model-based multivariable predictive control of a HVAC system. Energy and Buildings 82, pages 520-533.
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Adams Rackes & Michael S. Waring. (2014) Using multiobjective optimizations to discover dynamic building ventilation strategies that can improve indoor air quality and reduce energy use. Energy and Buildings 75, pages 272-280.
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Abdul Afram & Farrokh Janabi-Sharifi. (2014) Theory and applications of HVAC control systems – A review of model predictive control (MPC). Building and Environment 72, pages 343-355.
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Jakob Rehrl, Daniel Schwingshackl & Martin Horn. (2014) A Modeling Approach for HVAC Systems based on the LoLiMoT Algorithm. IFAC Proceedings Volumes 47:3, pages 10862-10868.
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R.C.G.M. Loonen, M. Trčka, D. Cóstola & J.L.M. Hensen. (2013) Climate adaptive building shells: State-of-the-art and future challenges. Renewable and Sustainable Energy Reviews 25, pages 483-493.
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Shuai Liu, Yushen Long, Lihua Xie & Alexandre M. Bayen. (2013) Cooperative control of air flow for HVAC systems. Cooperative control of air flow for HVAC systems.
Rahul L. Navale & Ron M. Nelson. (2012) Use of genetic algorithms and evolutionary strategies to develop an adaptive fuzzy logic controller for a cooling coil – Comparison of the AFLC with a standard PID controller. Energy and Buildings 45, pages 169-180.
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