Model predictive control of heating, ventilation, and air conditioning (HVAC) systems: A state-of-the-art review
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Title
Model predictive control of heating, ventilation, and air conditioning (HVAC) systems: A state-of-the-art review
Authors
Keywords
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Journal
Journal of Building Engineering
Volume 60, Issue -, Pages 105067
Publisher
Elsevier BV
Online
2022-08-26
DOI
10.1016/j.jobe.2022.105067
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- (2022) Ali Arjomandi-Nezhad et al. IEEE Access
- Comparison of online and offline deep reinforcement learning with model predictive control for thermal energy management
- (2022) Silvio Brandi et al. AUTOMATION IN CONSTRUCTION
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- (2022) Doyun Lee et al. Sustainable Cities and Society
- Investigating the flexibility of a novel multi-zone air heating and ventilation system using model predictive control
- (2022) Mahmood Khatibi et al. Journal of Building Engineering
- MPC solution for optimal load shifting for buildings with ON/OFF staged packaged units: Experimental demonstration, and lessons learned
- (2022) Donghun Kim et al. ENERGY AND BUILDINGS
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- (2022) Xucheng Chang et al. Energy Reports
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- (2022) Max Bird et al. ENERGY AND BUILDINGS
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- (2022) Amirmohammad Behzadi et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- A New False Data Injection Attack Detection Model for Cyberattack Resilient Energy Forecasting
- (2022) Amirhossein Ahmadi et al. IEEE Transactions on Industrial Informatics
- A simple building energy model in form of an equivalent outdoor temperature
- (2021) Tomasz Cholewa et al. ENERGY AND BUILDINGS
- Building HVAC Control with Reinforcement Learning for Reduction of Energy Cost and Demand Charge
- (2021) Zhanhong Jiang et al. ENERGY AND BUILDINGS
- Performance improvement of an air-to-water heat pump through linear time-varying MPC with adaptive COP predictor
- (2021) Soroush Rastegarpour et al. JOURNAL OF PROCESS CONTROL
- Experiment study of machine-learning-based approximate model predictive control for energy-efficient building control
- (2021) Shiyu Yang et al. APPLIED ENERGY
- Accelerated distributed model predictive control for HVAC systems
- (2021) Liangliang Chen et al. CONTROL ENGINEERING PRACTICE
- A review on available energy saving strategies for heating, ventilation and air conditioning in underground metro stations
- (2021) Yanzhe Yu et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Instantaneous Differentiation of Functional Isomers via Reactive Flowing Atmospheric Pressure Afterglow Mass Spectrometry
- (2021) Dong Zhang et al. ANALYTICAL CHEMISTRY
- Model predictive control for integrated control of air-conditioning and mechanical ventilation, lighting and shading systems
- (2021) Shiyu Yang et al. APPLIED ENERGY
- Long-term planning of integrated local energy systems using deep learning algorithms
- (2021) Saman Taheri et al. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS
- Adaptiveness of a model predictive controller for a thermal-electrical renewable energy system in four different German single-family house energy standards
- (2021) Muthalagappan Narayanan et al. Case Studies in Thermal Engineering
- Machine-learning-based model predictive control with instantaneous linearization – A case study on an air-conditioning and mechanical ventilation system
- (2021) Shiyu Yang et al. APPLIED ENERGY
- Heating energy-saving potentials in HVAC system of swimming halls: A review
- (2021) Xiaolei Yuan et al. BUILDING AND ENVIRONMENT
- Interpreting the neural network model for HVAC system energy data mining
- (2021) Man Wang et al. BUILDING AND ENVIRONMENT
- Learning-based CO2 concentration prediction: Application to indoor air quality control using demand-controlled ventilation
- (2021) Saman Taheri et al. BUILDING AND ENVIRONMENT
- Budget-constrained economic model predictive control: A user-friendly proposal for HVAC
- (2021) Bruno F. Santoro et al. CHEMICAL ENGINEERING RESEARCH & DESIGN
- Bayesian optimization with reference models: A case study in MPC for HVAC central plants
- (2021) Qiugang Lu et al. COMPUTERS & CHEMICAL ENGINEERING
- Model predictive control for optimal energy management of connected cluster of microgrids with net zero energy multi-greenhouses
- (2021) Ahmed Ouammi ENERGY
- Model predictive control under weather forecast uncertainty for HVAC systems in university buildings
- (2021) Juan Hou et al. ENERGY AND BUILDINGS
- Cooling seasonal performance of inverter air conditioner using model prediction control for demand response
- (2021) Cuiling Wang et al. ENERGY AND BUILDINGS
- Experimental demonstration of grid-supportive scheduling of a polygeneration system using economic-MPC
- (2021) Parantapa Sawant et al. ENERGY AND BUILDINGS
- Development and evaluation of data-driven controls for residential smart thermostats
- (2021) Brent Huchuk et al. ENERGY AND BUILDINGS
- Fault detection diagnostic for HVAC systems via deep learning algorithms
- (2021) Saman Taheri et al. ENERGY AND BUILDINGS
- Energy utilization assessment of a semi-closed greenhouse using data-driven model predictive control
- (2021) Farhat Mahmood et al. Journal of Cleaner Production
- Coordinated control for Air Handling Unit and Variable Air Volume boxes in multi-zone HVAC system
- (2021) Shunjian Ma et al. JOURNAL OF PROCESS CONTROL
- A novel probabilistic regression model for electrical peak demand estimate of commercial and manufacturing buildings
- (2021) Saman Taheri et al. Sustainable Cities and Society
- Integration of weather forecast and artificial intelligence for a short-term city-scale natural gas consumption prediction
- (2020) Aleksandar S. Anđelković et al. JOURNAL OF CLEANER PRODUCTION
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- (2020) E. Saloux et al. SOLAR ENERGY
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- (2020) Jing Zhao et al. ENERGY AND BUILDINGS
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- (2020) Monimoy Bujarbaruah et al. IEEE TRANSACTIONS ON AUTOMATIC CONTROL
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- (2019) Wooyoung Jung et al. BUILDING AND ENVIRONMENT
- Stochastic framework for planning studies of energy systems: a case of EHs
- (2019) Saman Taheri et al. IET Renewable Power Generation
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- (2016) Antonio E. Ruano et al. ENERGY AND BUILDINGS
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- (2015) Jonathan Brooks et al. ENERGY AND BUILDINGS
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- (2015) Xiao Chen et al. ENERGY AND BUILDINGS
- Application of adaptive neural predictive control for an automotive air conditioning system
- (2014) Boon Chiang Ng et al. APPLIED THERMAL ENGINEERING
- Model predictive HVAC control with online occupancy model
- (2014) Justin R. Dobbs et al. ENERGY AND BUILDINGS
- CO 2 sensors for occupancy estimations: Potential in building automation applications
- (2014) Mattias Gruber et al. ENERGY AND BUILDINGS
- Performance optimization of HVAC systems with computational intelligence algorithms
- (2014) Xiaofei He et al. ENERGY AND BUILDINGS
- Trial results from a model predictive control and optimisation system for commercial building HVAC
- (2014) Samuel R. West et al. ENERGY AND BUILDINGS
- Minimization of energy consumption in HVAC systems with data-driven models and an interior-point method
- (2014) Andrew Kusiak et al. ENERGY CONVERSION AND MANAGEMENT
- Implementation of model predictive control for an HVAC system in a mid-size commercial building
- (2014) Sorin C. Bengea et al. HVAC&R RESEARCH
- Theory and applications of HVAC control systems – A review of model predictive control (MPC)
- (2013) Abdul Afram et al. BUILDING AND ENVIRONMENT
- Model-based controllers for indoor climate control in office buildings – Complexity and performance evaluation
- (2013) Mattias Gruber et al. ENERGY AND BUILDINGS
- Optimization of Predicted Mean Vote index within Model Predictive Control framework: Computationally tractable solution
- (2012) Jiří Cigler et al. ENERGY AND BUILDINGS
- Neural networks based predictive control for thermal comfort and energy savings in public buildings
- (2012) P.M. Ferreira et al. ENERGY AND BUILDINGS
- Genetic-Algorithm-Based Optimization Approach for Energy Management
- (2012) A. Arabali et al. IEEE TRANSACTIONS ON POWER DELIVERY
- Real-Time Optimization Strategies for Building Systems
- (2012) Victor M. Zavala INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH
- Experimental analysis of model predictive control for an energy efficient building heating system
- (2011) Jan Široký et al. APPLIED ENERGY
- Demand reduction in building energy systems based on economic model predictive control
- (2011) Jingran Ma et al. CHEMICAL ENGINEERING SCIENCE
- Model predictive control of VAV zone thermal systems concerning bi-linearity and gain nonlinearity
- (2011) Gongsheng Huang CONTROL ENGINEERING PRACTICE
- Multi-objective optimization of HVAC system with an evolutionary computation algorithm
- (2011) Andrew Kusiak et al. ENERGY
- Optimization of an HVAC system with a strength multi-objective particle-swarm algorithm
- (2011) Andrew Kusiak et al. ENERGY
- A comparison of thermal comfort predictive control strategies
- (2011) M. Castilla et al. ENERGY AND BUILDINGS
- Predictive control of radiant floor heating and solar-source heat pump operation in a solar house
- (2011) José A. Candanedo et al. HVAC&R RESEARCH
- Reducing Transient and Steady State Electricity Consumption in HVAC Using Learning-Based Model-Predictive Control
- (2011) A. Aswani et al. PROCEEDINGS OF THE IEEE
- Modeling and optimization of HVAC energy consumption
- (2010) Andrew Kusiak et al. APPLIED ENERGY
- Application of model based predictive control for water-based floor heating in low energy residential buildings
- (2010) Henrik Karlsson et al. BUILDING AND ENVIRONMENT
- Building temperature regulation using a distributed model predictive control
- (2010) Petru-Daniel Moroşan et al. ENERGY AND BUILDINGS
- Model predictive control of a building heating system: The first experience
- (2010) Samuel Prívara et al. ENERGY AND BUILDINGS
- Adaptive HVAC zone modeling for sustainable buildings
- (2009) Glenn Platt et al. ENERGY AND BUILDINGS
- A model-based optimal ventilation control strategy of multi-zone VAV air-conditioning systems
- (2008) Xinhua Xu et al. APPLIED THERMAL ENGINEERING
- Thermal comfort in residential buildings – Failure to predict by Standard model
- (2008) R. Becker et al. BUILDING AND ENVIRONMENT
- Predictive controllers for thermal comfort optimization and energy savings
- (2008) Roberto Z. Freire et al. ENERGY AND BUILDINGS
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