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 …

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 …

[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 …

Smart buildings features and key performance indicators: A review

J Al Dakheel, C Del Pero, N Aste, F Leonforte - Sustainable Cities and …, 2020 - Elsevier
Abstract The concept of Smart Buildings was introduced by the Energy Performance
Building Directive, with the aim to promote energy flexibility, renewable energy production …

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 …

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 …

Hybrid system controls of natural ventilation and HVAC in mixed-mode buildings: A comprehensive review

Y Peng, Y Lei, ZD Tekler, N Antanuri, SK Lau… - Energy and …, 2022 - Elsevier
Mixed-mode buildings utilise a combination of natural ventilation from operable building
envelopes and mechanical systems to realise climate-friendly ventilation and cooling. The …

Convex optimization for trajectory generation: A tutorial on generating dynamically feasible trajectories reliably and efficiently

D Malyuta, TP Reynolds, M Szmuk… - IEEE Control …, 2022 - ieeexplore.ieee.org
Reliable and efficient trajectory generation methods are a fundamental need for
autonomous dynamical systems. The goal of this article is to provide a comprehensive …

[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 …

Modeling techniques used in building HVAC control systems: A review

Z Afroz, GM Shafiullah, T Urmee, G Higgins - Renewable and sustainable …, 2018 - Elsevier
The appropriate application of advanced control strategies in Heating, Ventilation, and Air-
conditioning (HVAC) systems is key to improving the energy efficiency of buildings …