Review on model predictive control: An engineering perspective

M Schwenzer, M Ay, T Bergs, D Abel - The International Journal of …, 2021 - Springer
Abstract Model-based predictive control (MPC) describes a set of advanced control
methods, which make use of a process model to predict the future behavior of the controlled …

AI-big data analytics for building automation and management systems: a survey, actual challenges and future perspectives

Y Himeur, M Elnour, F Fadli, N Meskin, I Petri… - Artificial Intelligence …, 2023 - Springer
In theory, building automation and management systems (BAMSs) can provide all the
components and functionalities required for analyzing and operating buildings. However, in …

Transfer learning for smart buildings: A critical review of algorithms, applications, and future perspectives

G Pinto, Z Wang, A Roy, T Hong, A Capozzoli - Advances in Applied Energy, 2022 - Elsevier
Smart buildings play a crucial role toward decarbonizing society, as globally buildings emit
about one-third of greenhouse gases. In the last few years, machine learning has achieved …

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 …

Demand side management in microgrid: A critical review of key issues and recent trends

D Kanakadhurga, N Prabaharan - Renewable and Sustainable Energy …, 2022 - Elsevier
In a deregulated power system, Demand Side Management (DSM) plays a vital role in
handling the uncertain renewable power generation and load. The flat load-profile can be …

All you need to know about model predictive control for buildings

J Drgoňa, J Arroyo, IC Figueroa, D Blum… - Annual Reviews in …, 2020 - Elsevier
It has been proven that advanced building control, like model predictive control (MPC), can
notably reduce the energy use and mitigate greenhouse gas emissions. However, despite …

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 …

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

A Kathirgamanathan, M De Rosa, E Mangina… - … and Sustainable Energy …, 2021 - Elsevier
Managing supply and demand in the electricity grid is becoming more challenging due to
the increasing penetration of variable renewable energy sources. As significant end-use …

Solar radiation prediction using recurrent neural network and artificial neural network: A case study with comparisons

Z Pang, F Niu, Z O'Neill - Renewable Energy, 2020 - Elsevier
With the rapid advancement of the high-performance computing technology and the
increasing availability of the mass-storage memory device, the application of the data-driven …

A survey on data center cooling systems: Technology, power consumption modeling and control strategy optimization

Q Zhang, Z Meng, X Hong, Y Zhan, J Liu, J Dong… - Journal of Systems …, 2021 - Elsevier
Data center is a fundamental infrastructure of computers and networking equipment to
collect, store, process, and distribute huge amounts of data for a variety of applications such …