Data-driven predictive control for unlocking building energy flexibility: A review

On the assessment and control optimisation of demand response programs in residential buildings

(2020) Fabiano Pallonetto et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A data-driven robust optimization approach to scenario-based stochastic model predictive control

(2019) Chao Shang et al.   JOURNAL OF PROCESS CONTROL

An integrated model predictive control approach for optimal HVAC and energy storage operation in large-scale buildings

(2019) Gianni Bianchini et al.   APPLIED ENERGY

A modeling framework for optimization-based control of a residential building thermostat for time-of-use pricing

(2019) Paulo Cesar Tabares-Velasco et al.   APPLIED ENERGY

Model predictive control for thermal energy storage and thermal comfort optimization of building demand response in smart grids

(2019) Rui Tang et al.   APPLIED ENERGY

Price-responsive model predictive control of floor heating systems for demand response using building thermal mass

(2019) Maomao Hu et al.   APPLIED THERMAL ENGINEERING

A model predictive control strategy to optimize the performance of radiant floor heating and cooling systems in office buildings

(2019) Jaewan Joe et al.   APPLIED ENERGY

Implementation of a self-tuned HVAC controller to satisfy occupant thermal preferences and optimize energy use

(2019) Seungjae Lee et al.   ENERGY AND BUILDINGS

A review of reinforcement learning for autonomous building energy management

(2019) Karl Mason et al.   COMPUTERS & ELECTRICAL ENGINEERING

Potential of Model-Free Control for Demand-Side Management Considering Real-Time Pricing

(2019) Zhou et al.   Energies

Whole building energy model for HVAC optimal control: A practical framework based on deep reinforcement learning

(2019) Zhiang Zhang et al.   ENERGY AND BUILDINGS

A predictive control strategy for optimal management of peak load, thermal comfort, energy storage and renewables in multi-zone buildings

(2019) Emrah Biyik et al.   Journal of Building Engineering

Data-driven modeling of building thermal dynamics: Methodology and state of the art

(2019) Zequn Wang et al.   ENERGY AND BUILDINGS

Real-time provision of multiple electricity market products by an aggregator of prosumers

(2019) José Iria et al.   APPLIED ENERGY

Data-driven methods for building control — A review and promising future directions

(2019) Emilio T. Maddalena et al.   CONTROL ENGINEERING PRACTICE

Modelling and flexible predictive control of buildings space-heating demand in district heating systems

(2019) Nadine Aoun et al.   ENERGY

A practical artificial intelligence-based approach for predictive control in commercial and institutional buildings

(2019) N. Cotrufo et al.   ENERGY AND BUILDINGS

A high-temporal resolution residential building occupancy model to generate high-temporal resolution heating load profiles of occupancy-integrated archetypes

(2019) Giuseppina Buttitta et al.   ENERGY AND BUILDINGS

Quantifying demand flexibility of power-to-heat and thermal energy storage in the control of building heating systems

(2018) Christian Finck et al.   APPLIED ENERGY

Approximate model predictive building control via machine learning

(2018) Ján Drgoňa et al.   APPLIED ENERGY

A new simplified modeling method for model predictive control in a medium-sized commercial building: A case study

(2018) Junhua Zhuang et al.   BUILDING AND ENVIRONMENT

Flexibility products and markets: Literature review

(2018) José Villar et al.   ELECTRIC POWER SYSTEMS RESEARCH

Model Predictive Control (MPC) for Enhancing Building and HVAC System Energy Efficiency: Problem Formulation, Applications and Opportunities

(2018) Gianluca Serale et al.   Energies

A zone-level, building energy optimisation combining an artificial neural network, a genetic algorithm, and model predictive control

(2018) Jonathan Reynolds et al.   ENERGY

Implementation of cooperative Fuzzy model predictive control for an energy-efficient office building

(2018) M. Killian et al.   ENERGY AND BUILDINGS

Model predictive control of a thermally activated building system to improve energy management of an experimental building: Part II - Potential of predictive strategy

(2018) H. Viot et al.   ENERGY AND BUILDINGS

Short term predictions of occupancy in commercial buildings—Performance analysis for stochastic models and machine learning approaches

(2018) Zhaoxuan Li et al.   ENERGY AND BUILDINGS

Model reduction and model predictive control of energy-efficient buildings for electrical heating load shifting

(2018) M. Robillart et al.   JOURNAL OF PROCESS CONTROL

A review of data-driven approaches for prediction and classification of building energy consumption

(2018) Yixuan Wei et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review of data-driven building energy consumption prediction studies

(2018) Kadir Amasyali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Smart buildings as Cyber-Physical Systems: Data-driven predictive control strategies for energy efficiency

(2018) Mischa Schmidt et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Concentrating photovoltaic thermal (CPVT) collectors and systems: Theory, performance assessment and applications

(2018) Reza Daneshazarian et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review of uncertainty analysis in building energy assessment

(2018) Wei Tian et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

On-line Building Energy Optimization using Deep Reinforcement Learning

(2018) Elena Mocanu et al.   IEEE Transactions on Smart Grid

Model predictive control for building loads connected with a residential distribution grid

(2018) Amin Mirakhorli et al.   APPLIED ENERGY

Coordinating the operations of smart buildings in smart grids

(2018) Yang Liu et al.   APPLIED ENERGY

Simulation-Based Evaluation and Optimization of Control Strategies in Buildings

(2018) Georgios Kontes et al.   Energies

A MBCRF Algorithm Based on Ensemble Learning for Building Demand Response Considering the Thermal Comfort

(2018) Yuchun Li et al.   Energies

Reinforcement learning for demand response: A review of algorithms and modeling techniques

(2018) José R. Vázquez-Canteli et al.   APPLIED ENERGY

Implementation of predictive control in a commercial building energy management system using neural networks

(2017) Marcel Macarulla et al.   ENERGY AND BUILDINGS

Automatic HVAC control with real-time occupancy recognition and simulation-guided model predictive control in low-cost embedded system

(2017) Muhammad Aftab et al.   ENERGY AND BUILDINGS

Artificial neural network (ANN) based model predictive control (MPC) and optimization of HVAC systems: A state of the art review and case study of a residential HVAC system

(2017) Abdul Afram et al.   ENERGY AND BUILDINGS

IEA EBC Annex 67 Energy Flexible Buildings

(2017) Søren Østergaard Jensen et al.   ENERGY AND BUILDINGS

A review on time series forecasting techniques for building energy consumption

(2017) Chirag Deb et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Terawatt-scale photovoltaics: Trajectories and challenges

(2017) Nancy M. Haegel et al.   SCIENCE

Occupant-behavior driven appliance scheduling for residential buildings

(2017) Amin Mirakhorli et al.   Building Simulation

DR-Advisor: A data-driven demand response recommender system

(2016) Madhur Behl et al.   APPLIED ENERGY

Quantification of flexibility in buildings by cost curves – Methodology and application

(2016) Roel De Coninck et al.   APPLIED ENERGY

Quantifying flexibility of commercial and residential loads for demand response using setpoint changes

(2016) Rongxin Yin et al.   APPLIED ENERGY

Token based scheduling for energy management in building HVAC systems

(2016) Nikitha Radhakrishnan et al.   APPLIED ENERGY

Model-predictive control for non-domestic buildings: a critical review and prospects

(2016) Peter Rockett et al.   BUILDING RESEARCH AND INFORMATION

Model-Based Predictive Control for building energy management. I: Energy modeling and optimal control

(2016) Saran Salakij et al.   ENERGY AND BUILDINGS

The IMBPC HVAC system: A complete MBPC solution for existing HVAC systems

(2016) Antonio E. Ruano et al.   ENERGY AND BUILDINGS

Demand response potential of model predictive control of space heating based on price and carbon dioxide intensity signals

(2016) Michael Dahl Knudsen et al.   ENERGY AND BUILDINGS

Simulation-based model predictive control by the multi-objective optimization of building energy performance and thermal comfort

(2016) Fabrizio Ascione et al.   ENERGY AND BUILDINGS

Practical implementation and evaluation of model predictive control for an office building in Brussels

(2016) Roel De Coninck et al.   ENERGY AND BUILDINGS

Model Predictive Climate Control of a Swiss Office Building: Implementation, Results, and Cost–Benefit Analysis

(2016) David Sturzenegger et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Robust Energy-Constrained Frequency Reserves From Aggregations of Commercial Buildings

(2016) Evangelos Vrettos et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Scheduling and Provision of Secondary Frequency Reserves by Aggregations of Commercial Buildings

(2016) Evangelos Vrettos et al.   IEEE Transactions on Sustainable Energy

Optimal exergy control of building HVAC system

(2015) M. Razmara et al.   APPLIED ENERGY

Predictive control of multizone heating, ventilation and air-conditioning systems in non-residential buildings

(2015) Antoine Garnier et al.   APPLIED SOFT COMPUTING

Learning Agent for a Heat-Pump Thermostat with a Set-Back Strategy Using Model-Free Reinforcement Learning

(2015) Frederik Ruelens et al.   Energies

Predictive modeling and optimization of a multi-zone HVAC system with data mining and firefly algorithms

(2015) Yaohui Zeng et al.   ENERGY

A Survey on Demand Response in Smart Grids: Mathematical Models and Approaches

(2015) Ruilong Deng et al.   IEEE Transactions on Industrial Informatics

Economic MPC of Aggregating Commercial Buildings for Providing Flexible Power Reserve

(2015) Weijie Mai et al.   IEEE TRANSACTIONS ON POWER SYSTEMS

Review of energy system flexibility measures to enable high levels of variable renewable electricity

(2015) Peter D. Lund et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Smart grid energy flexible buildings through the use of heat pumps and building thermal mass as energy storage in the Belgian context

(2015) Gabrielle Masy et al.   Science and Technology for the Built Environment

Optimizing commercial building participation in energy and ancillary service markets

(2014) Gregory S. Pavlak et al.   ENERGY AND BUILDINGS

Predicting household occupancy for smart heating control: A comparative performance analysis of state-of-the-art approaches

(2014) Wilhelm Kleiminger et al.   ENERGY AND BUILDINGS

A review of methods to match building energy simulation models to measured data

(2014) Daniel Coakley et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A review on optimized control systems for building energy and comfort management of smart sustainable buildings

(2014) Pervez Hameed Shaikh et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Review of building energy modeling for control and operation

(2014) Xiwang Li et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Potential of structural thermal mass for demand-side management in dwellings

(2013) G. Reynders et al.   BUILDING AND ENVIRONMENT

Coupling a neural network temperature predictor and a fuzzy logic controller to perform thermal comfort regulation in an office building

(2013) Antonino Marvuglia et al.   BUILDING AND ENVIRONMENT

Nonlinear model reduction and model predictive control of residential buildings with energy recovery

(2013) Cara R. Touretzky et al.   JOURNAL OF PROCESS CONTROL

A real-time model predictive control for building heating and cooling systems based on the occupancy behavior pattern detection and local weather forecasting

(2013) Bing Dong et al.   Building Simulation

Model predictive control for buildings: a quantum leap?

(2013) Gregor P. Henze   Journal of Building Performance Simulation

Optimization of Predicted Mean Vote index within Model Predictive Control framework: Computationally tractable solution

(2012) Jiří Cigler et al.   ENERGY AND BUILDINGS

Building modeling: Selection of the most appropriate model for predictive control

(2012) Samuel Prívara 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

Intermediate complexity model for Model Predictive Control of Integrated Room Automation

(2012) B. Lehmann et al.   ENERGY AND BUILDINGS

Building modeling as a crucial part for building predictive control

(2012) Samuel Prívara et al.   ENERGY AND BUILDINGS

From model-based control to data-driven control: Survey, classification and perspective

(2012) Zhong-Sheng Hou et al.   INFORMATION SCIENCES

Experimental analysis of model predictive control for an energy efficient building heating system

(2011) Jan Široký et al.   APPLIED ENERGY

Identifying suitable models for the heat dynamics of buildings

(2011) Peder Bacher et al.   ENERGY AND BUILDINGS

Use of model predictive control and weather forecasts for energy efficient building climate control

(2011) Frauke Oldewurtel et al.   ENERGY AND BUILDINGS

Impacts of large amounts of wind power on design and operation of power systems, results of IEA collaboration

(2010) Hannele Holttinen et al.   WIND ENERGY