Experiment study of machine-learning-based approximate model predictive control for energy-efficient building control

Model predictive control with adaptive machine-learning-based model for building energy efficiency and comfort optimization

(2020) Shiyu Yang et al.   APPLIED ENERGY

All you need to know about model predictive control for buildings

(2020) Ján Drgoňa et al.   ANNUAL REVIEWS IN CONTROL

Modeling and control of building-integrated microgrids for optimal energy management – A review

(2019) Hannah Fontenot et al.   APPLIED ENERGY

An adaptive robust model predictive control for indoor climate optimization and uncertainties handling in buildings

(2019) Shiyu Yang et al.   BUILDING AND ENVIRONMENT

Experimental study of a model predictive control system for active chilled beam (ACB) air-conditioning system

(2019) Shiyu Yang et al.   ENERGY AND BUILDINGS

Experimental study of model predictive control for an air-conditioning system with dedicated outdoor air system

(2019) Shiyu Yang et al.   APPLIED ENERGY

Approximate model predictive building control via machine learning

(2018) Ján Drgoňa et al.   APPLIED ENERGY

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

(2018) Gianluca Serale et al.   Energies

A state-space thermal model incorporating humidity and thermal comfort for model predictive control in buildings

(2018) Shiyu Yang et al.   ENERGY AND BUILDINGS

Neural network based predictive control of personalized heating systems

(2018) Katarina Katić et al.   ENERGY AND BUILDINGS

Impact of the controller model complexity on model predictive control performance for buildings

(2017) Damien Picard et al.   ENERGY AND BUILDINGS

Derivation of simplified control rules from an optimal strategy for electric heating in a residential building

(2017) M. Robillart et al.   Journal of Building Performance Simulation

Demand-response in building heating systems: A Model Predictive Control approach

(2016) Gianni Bianchini et al.   APPLIED ENERGY

Ten questions concerning model predictive control for energy efficient buildings

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

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

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

Optimal exergy control of building HVAC system

(2015) M. Razmara et al.   APPLIED ENERGY

From hybrid model predictive control to logical control for shading system: A support vector machine approach

(2014) Khang Le et al.   ENERGY AND BUILDINGS

Multi-objective optimization for building retrofit: A model using genetic algorithm and artificial neural network and an application

(2014) Ehsan Asadi et al.   ENERGY AND BUILDINGS

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

The use of NARX neural network for modeling of adsorption of zinc ions using activated almond shell as a potential biosorbent

(2013) Semra Çoruh et al.   BIORESOURCE TECHNOLOGY

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

(2013) Abdul Afram et al.   BUILDING AND ENVIRONMENT

Saving Building Energy through Advanced Control Strategies

(2013) Stephen Treado et al.   Energies

Achieving better energy-efficient air conditioning – A review of technologies and strategies

(2012) K.J. Chua et al.   APPLIED ENERGY

Building modeling as a crucial part for building predictive control

(2012) Samuel Prívara et al.   ENERGY AND BUILDINGS

Towards Online Model Predictive Control on a Programmable Logic Controller: Practical Considerations

(2012) Bart Huyck et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Extraction of supervisory building control rules from model predictive control of windows in a mixed mode building

(2012) Peter T. May-Ostendorp et al.   Journal of Building Performance Simulation

Optimal temperature control of intermittently heated buildings using Model Predictive Control: Part II – Control algorithm

(2011) Ion Hazyuk et al.   BUILDING AND ENVIRONMENT

Optimal temperature control of intermittently heated buildings using Model Predictive Control: Part I – Building modeling

(2011) Ion Hazyuk et al.   BUILDING AND ENVIRONMENT

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

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