State of the art review on model predictive control (MPC) in Heating Ventilation and Air-conditioning (HVAC) field

Y Yao, DK Shekhar - Building and Environment, 2021 - Elsevier
Building systems are subject of dynamic system that have a general feature of non-linearity
and in turn, present us with different challenges for its optimized control of energy-saving …

Model predictive control of heating, ventilation, and air conditioning (HVAC) systems: A state-of-the-art review

S Taheri, P Hosseini, A Razban - Journal of Building Engineering, 2022 - Elsevier
Due to the fast advancement of communication and information technology, intelligent
buildings have garnered great interest. These buildings can forecast weather, ambient …

Model predictive control (MPC) for enhancing building and HVAC system energy efficiency: Problem formulation, applications and opportunities

G Serale, M Fiorentini, A Capozzoli, D Bernardini… - Energies, 2018 - mdpi.com
In the last few years, the application of Model Predictive Control (MPC) for energy
management in buildings has received significant attention from the research community …

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

S Yang, MP Wan, W Chen, BF Ng, S Dubey - Applied Energy, 2020 - Elsevier
A model predictive control system with adaptive machine-learning-based building models
for building automation and control applications is proposed. The system features an …

[HTML][HTML] Adaptive-predictive control strategy for HVAC systems in smart buildings–A review

M Gholamzadehmir, C Del Pero, S Buffa… - Sustainable Cities and …, 2020 - Elsevier
High share of energy consumption in buildings and subsequent increase in greenhouse gas
emissions along with stricter legislations have motivated researchers to look for sustainable …

Electricity load forecasting by an improved forecast engine for building level consumers

Y Liu, W Wang, N Ghadimi - Energy, 2017 - Elsevier
For optimal power system operation, electrical generation must follow electrical load
demand. So, short term load forecast (STLF) has been proposed by researchers to tackle the …

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

B Chenari, JD Carrilho, MG Da Silva - Renewable and Sustainable Energy …, 2016 - Elsevier
Energy demand has been increasing worldwide and the building sector represents a large
percentage of global energy consumption. Therefore, promoting energy efficiency in …

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

A Afram, F Janabi-Sharifi - Building and Environment, 2014 - Elsevier
This work presents a literature review of control methods, with an emphasis on the theory
and applications of model predictive control (MPC) for heating, ventilation, and air …

A tutorial review of economic model predictive control methods

M Ellis, H Durand, PD Christofides - Journal of Process Control, 2014 - Elsevier
An overview of the recent results on economic model predictive control (EMPC) is presented
and discussed addressing both closed-loop stability and performance for nonlinear systems …

Review of building energy modeling for control and operation

X Li, J Wen - Renewable and Sustainable Energy Reviews, 2014 - Elsevier
Abstract Buildings consume about 41.1% of primary energy and 74% of the electricity in the
US Better or even optimal building energy control and operation strategies provide great …