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

Optimal energy management of a small-size building via hybrid model predictive control

(2017) Albina Khakimova 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

A Survey on Industry Impact and Challenges Thereof [Technical Activities]

(2017)   IEEE CONTROL SYSTEMS MAGAZINE

Data science for building energy management: A review

(2017) Miguel Molina-Solana et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Building Automation and Control Systems and performance optimization: A framework for analysis

(2017) Niccolò Aste et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A new comprehensive approach for cost-optimal building design integrated with the multi-objective model predictive control of HVAC systems

(2017) Fabrizio Ascione et al.   Sustainable Cities and Society

Optimal control and performance of photovoltachromic switchable glazing for building integration in temperate climates

(2016) Fabio Favoino et al.   APPLIED ENERGY

Occupant feedback based model predictive control for thermal comfort and energy optimization: A chamber experimental evaluation

(2016) Xiao Chen et al.   APPLIED ENERGY

Ten questions concerning model predictive control for energy efficient buildings

(2016) M. Killian et al.   BUILDING AND ENVIRONMENT

Ten questions concerning integrating smart buildings into the smart grid

(2016) Thomas M. Lawrence et al.   BUILDING AND ENVIRONMENT

Optimal management of unbalanced smart microgrids for scheduled and unscheduled multiple transitions between grid-connected and islanded modes

(2016) Karim Hassan Youssef   ELECTRIC POWER SYSTEMS RESEARCH

Multi-objective optimization for thermal mass model predictive control in small and medium size commercial buildings under summer weather conditions

(2016) Xiwang Li et al.   ENERGY

Integrated HVAC management and optimal scheduling of smart appliances for community peak load reduction

(2016) Krystian X. Perez et al.   ENERGY AND BUILDINGS

Modelling and disturbance estimation for model predictive control in building heating systems

(2016) Edward O’Dwyer et al.   ENERGY AND BUILDINGS

Occupant-oriented mixed-mode EnergyPlus predictive control simulation

(2016) Jie Zhao et al.   ENERGY AND BUILDINGS

Cooperative fuzzy model predictive control for heating and cooling of buildings

(2016) M. Killian et al.   ENERGY AND BUILDINGS

Energy savings and guaranteed thermal comfort in hotel rooms through nonlinear model predictive controllers

(2016) Adriana Acosta et al.   ENERGY AND BUILDINGS

Offset-free model predictive control for an energy efficient tropical island hotel

(2016) Boris G. Vega Lara et al.   ENERGY AND BUILDINGS

Occupancy behavior based model predictive control for building indoor climate—A critical review

(2016) Amin Mirakhorli 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

Development of a whole building model predictive control strategy for a LEED silver community college

(2016) Trent Hilliard et al.   ENERGY AND BUILDINGS

A Hybrid Physics-Based and Data Driven Approach to Optimal Control of Building Cooling/Heating Systems

(2016) S. A. Vaghefi et al.   IEEE Transactions on Automation Science and Engineering

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

Ground-coupled heat pumps: Part 1 – Literature review and research challenges in modeling and optimal control

(2016) Ercan Atam et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Towards sustainable, energy-efficient and healthy ventilation strategies in buildings: A review

(2016) Behrang Chenari et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A survey on residential Demand Side Management architecture, approaches, optimization models and methods

(2016) B. Priya Esther et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Experimental study of occupancy-based control of HVAC zones

(2015) Siddharth Goyal et al.   APPLIED ENERGY

Optimal scheduling of buildings with energy generation and thermal energy storage under dynamic electricity pricing using mixed-integer nonlinear programming

(2015) Yuehong Lu et al.   APPLIED 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

MPC control for improving energy efficiency of a building air handler for multi-zone VAVs

(2015) Wei Liang et al.   BUILDING AND ENVIRONMENT

A new model predictive control scheme for energy and cost savings in commercial buildings: An airport terminal building case study

(2015) Hao Huang et al.   BUILDING AND ENVIRONMENT

Model-based predictive control of office window shades

(2015) Brent Huchuk et al.   BUILDING RESEARCH AND INFORMATION

Energy-efficient control of under-actuated HVAC zones in commercial buildings

(2015) Jonathan Brooks et al.   ENERGY AND BUILDINGS

MPC-based optimal scheduling of grid-connected low energy buildings with thermal energy storages

(2015) Yang Zhao et al.   ENERGY AND BUILDINGS

Field tests of an adaptive, model-predictive heating controller for residential buildings

(2015) David Lindelöf et al.   ENERGY AND BUILDINGS

Advanced cooling technology with thermally activated building surfaces and model predictive control

(2015) T. Zakula et al.   ENERGY AND BUILDINGS

A hybrid predictive control approach for the management of an energy production–consumption system applied to a TRNSYS solar absorption cooling system for thermal comfort in buildings

(2015) Eunice Herrera et al.   ENERGY AND BUILDINGS

Model predictive control for indoor thermal comfort and energy optimization using occupant feedback

(2015) Xiao Chen et al.   ENERGY AND BUILDINGS

Control strategies for integration of thermal energy storage into buildings: State-of-the-art review

(2015) Zhun (Jerry) Yu et al.   ENERGY AND BUILDINGS

Control algorithms for dynamic windows for residential buildings

(2015) Szymon Firląg et al.   ENERGY AND BUILDINGS

Model predictive control of radiant slab systems with evaporative cooling sources

(2015) Jingjuan (Dove) Feng et al.   ENERGY AND BUILDINGS

Development and optimization of an innovative HVAC system with integrated PVT and PCM thermal storage for a net-zero energy retrofitted house

(2015) Massimo Fiorentini et al.   ENERGY AND BUILDINGS

Management of hybrid energy supply systems in buildings using mixed-integer model predictive control

(2015) Barbara Mayer et al.   ENERGY CONVERSION AND MANAGEMENT

A Multiparametric Quadratic Programming Algorithm With Polyhedral Computations Based on Nonnegative Least Squares

(2015) Alberto Bemporad   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Temperature Control of a Commercial Building With Model Predictive Control Techniques

(2015) Giancarlo Mantovani et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Power Admission Control With Predictive Thermal Management in Smart Buildings

(2015) Jianguo Yao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

System identification and model-predictive control of office buildings with integrated photovoltaic-thermal collectors, radiant floor heating and active thermal storage

(2015) Siwei Li et al.   SOLAR ENERGY

Methods for benchmarking building energy consumption against its past or intended performance: An overview

(2014) Zhengwei Li et al.   APPLIED ENERGY

Model Predictive Control of thermal comfort as a benchmark for controller performance

(2014) Ion Hazyuk et al.   AUTOMATION IN CONSTRUCTION

A state-space modeling approach and multi-level optimization algorithm for predictive control of multi-zone buildings with mixed-mode cooling

(2014) Jianjun Hu et al.   BUILDING AND ENVIRONMENT

Hybrid model predictive control of stratified thermal storages in buildings

(2014) Felix Berkenkamp et al.   ENERGY AND BUILDINGS

Energy-efficient fuzzy model-based multivariable predictive control of a HVAC system

(2014) Aleksander Preglej et al.   ENERGY AND BUILDINGS

Model predictive HVAC control with online occupancy model

(2014) Justin R. Dobbs et al.   ENERGY AND BUILDINGS

Modeling environment for model predictive control of buildings

(2014) T. Zakula et al.   ENERGY AND BUILDINGS

Handling model uncertainty in model predictive control for energy efficient buildings

(2014) M. Maasoumy et al.   ENERGY AND BUILDINGS

Implementation of model predictive control for an HVAC system in a mid-size commercial building

(2014) Sorin C. Bengea et al.   HVAC&R RESEARCH

Integrating scheduling and control for economic MPC of buildings with energy storage

(2014) Cara R. Touretzky et al.   JOURNAL OF PROCESS CONTROL

Model-based energy efficient control applied to an office building

(2014) Zdeněk Váňa et al.   JOURNAL OF PROCESS CONTROL

Application of economic MPC to the energy and demand minimization of a commercial building

(2014) Jingran Ma et al.   JOURNAL OF PROCESS CONTROL

Decentralized predictive thermal control for buildings

(2014) Vikas Chandan et al.   JOURNAL OF PROCESS CONTROL

Predictive and interactive controllers for solar absorption cooling systems in buildings

(2014) Eunice Herrera et al.   JOURNAL OF PROCESS CONTROL

Optimisation of energy management in commercial buildings with weather forecasting inputs: A review

(2014) Dimitris Lazos 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

EnergyPlus model-based predictive control within design–build–operate energy information modelling infrastructure

(2014) Jie Zhao et al.   Journal of Building Performance Simulation

Occupancy-based zone-climate control for energy-efficient buildings: Complexity vs. performance

(2013) Siddharth Goyal et al.   APPLIED ENERGY

Power supply–demand balance in a Smart Grid: An information sharing model for a market mechanism

(2013) Gunn K.H. Larsen et al.   APPLIED MATHEMATICAL MODELLING

Least-restrictive robust periodic model predictive control applied to room temperature regulation

(2013) Ravi Gondhalekar et al.   AUTOMATICA

Theory and applications of HVAC control systems – A review of model predictive control (MPC)

(2013) Abdul Afram et al.   BUILDING AND ENVIRONMENT

Model predictive control strategies for buildings with mixed-mode cooling

(2013) Jianjun Hu et al.   BUILDING AND ENVIRONMENT

Model predictive HVAC load control in buildings using real-time electricity pricing

(2013) Mesut Avci et al.   ENERGY AND BUILDINGS

Combined environmental and economic dispatch of smart grids using distributed model predictive control

(2013) Alejandro J. del Real et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

Thermal comfort control using a non-linear MPC strategy: A real case of study in a bioclimatic building

(2013) M. Castilla et al.   JOURNAL OF PROCESS CONTROL

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

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

Efficient building energy management using distributed model predictive control

(2013) H.F. Scherer et al.   JOURNAL OF PROCESS CONTROL

State of the art in building modelling and energy performances prediction: A review

(2013) Aurélie Foucquier et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Modeling and optimization of HVAC systems using artificial neural network and genetic algorithm

(2013) Nabil Nassif   Building Simulation

MPC-Based Appliance Scheduling for Residential Building Energy Management Controller

(2013) Chen Chen et al.   IEEE Transactions on Smart Grid

Demand side management in smart grid: A review and proposals for future direction

(2013) Linas Gelazanskas et al.   Sustainable Cities and Society

Using the National Digital Forecast Database for model-based building controls

(2012) Sean Hay Kim et al.   AUTOMATION IN CONSTRUCTION

Predictive control methods to improve energy efficiency and reduce demand in buildings

(2012) Tim Salsbury et al.   COMPUTERS & CHEMICAL ENGINEERING

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

Quantitative energy performance assessment methods for existing buildings

(2012) Shengwei Wang 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

BuildingLAB: A tool to analyze performance of model predictive controllers for buildings

(2012) Jiří Cigler et al.   ENERGY AND BUILDINGS

Intermediate complexity model for Model Predictive Control of Integrated Room Automation

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

Optimizing building comfort temperature regulation via model predictive control

(2012) J.D. Álvarez et al.   ENERGY AND BUILDINGS

Building modeling as a crucial part for building predictive control

(2012) Samuel Prívara et al.   ENERGY AND BUILDINGS

Total and Peak Energy Consumption Minimization of Building HVAC Systems Using Model Predictive Control

(2012) Mehdi Maasoumy et al.   IEEE DESIGN & TEST OF COMPUTERS

Genetic-Algorithm-Based Optimization Approach for Energy Management

(2012) A. Arabali et al.   IEEE TRANSACTIONS ON POWER DELIVERY

A review on the prediction of building energy consumption

(2012) Hai-xiang Zhao et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

A model predictive control optimization environment for real-time commercial building application

(2012) Charles D. Corbin et al.   Journal of Building Performance Simulation

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

(2011) Jan Široký et al.   APPLIED ENERGY

Energy efficient model predictive building temperature control

(2011) Matt Wallace et al.   CHEMICAL ENGINEERING SCIENCE

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

An optimal control algorithm for borehole thermal energy storage systems

(2011) Fjo De Ridder et al.   ENERGY AND BUILDINGS

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

Study of the optimal control problem formulation for modulating air-to-water heat pumps connected to a residential floor heating system

(2011) Clara Verhelst et al.   ENERGY AND BUILDINGS

Supervisory and Optimal Control of Building HVAC Systems: A Review

(2011) Shengwei Wang et al.   HVAC&R RESEARCH

Comparison of Short-Term Weather Forecasting Models for Model Predictive Control

(2011) Anthony Florita et al.   HVAC&R RESEARCH

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

(2011) D. Subbaram Naidu et al.   HVAC&R RESEARCH

Stabilizing Model Predictive Control of Stochastic Constrained Linear Systems

(2011) Daniele Bernardini et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Model Predictive Control for the Operation of Building Cooling Systems

(2011) Yudong Ma et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Reducing Transient and Steady State Electricity Consumption in HVAC Using Learning-Based Model-Predictive Control

(2011) A. Aswani et al.   PROCEEDINGS OF THE IEEE

Application of model based predictive control for water-based floor heating in low energy residential buildings

(2010) Henrik Karlsson et al.   BUILDING AND ENVIRONMENT

Model-predictive control of mixed-mode buildings with rule extraction

(2010) Peter May-Ostendorp et al.   BUILDING AND ENVIRONMENT

A personalized measure of thermal comfort for building controls

(2010) David Daum et al.   BUILDING AND ENVIRONMENT

Calculation of optimal thermal load of intermittently heated buildings

(2010) Christian Ghiaus et al.   ENERGY AND BUILDINGS

A software framework for model predictive control with GenOpt

(2010) Brian Coffey et al.   ENERGY AND BUILDINGS

Heating control schemes for energy management in buildings

(2010) Benjamin Paris et al.   ENERGY AND BUILDINGS

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

Advanced control systems engineering for energy and comfort management in a building environment—A review

(2008) A.I. Dounis et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS