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 …

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

A Mirakhorli, B Dong - Energy and Buildings, 2016 - Elsevier
This paper reviews occupancy based model predictive control (MPC) for building indoor
climate control. Occupancy behavior in buildings is stochastic and complex in nature. With …

Data-driven based HVAC optimisation approaches: A Systematic Literature Review

M Ala'raj, M Radi, MF Abbod, M Majdalawieh… - Journal of Building …, 2022 - Elsevier
Improving the energy efficiency of Heating, Ventilation, and Air Conditioning (HVAC)
systems is crucial to reduce buildings' energy costs and their carbon footprint. HVAC …

Critical review and research roadmap of office building energy management based on occupancy monitoring

S Salimi, A Hammad - Energy and Buildings, 2019 - Elsevier
Buildings are responsible for a large portion of global energy consumption. Therefore, a
detailed investigation towards a more effective energy performance of buildings is needed …

Towards smart buildings with self-tuned indoor thermal environments–A critical review

S Lee, P Karava - Energy and Buildings, 2020 - Elsevier
Previous studies show differences in thermal comfort among individual occupants and
suggest solutions that incorporate building occupants in sensing and control frameworks …

Energy efficient building HVAC control algorithm with real-time occupancy prediction

J Shi, N Yu, W Yao - Energy Procedia, 2017 - Elsevier
A large amount of energy is wasted through inefficient operation of heating, ventilation, and
air conditioning (HVAC) system due to the lack of reliable building occupancy measurement …

Implementation of a self-tuned HVAC controller to satisfy occupant thermal preferences and optimize energy use

S Lee, J Joe, P Karava, I Bilionis, A Tzempelikos - Energy and Buildings, 2019 - Elsevier
This paper presents the development of a self-tuned HVAC controller that provides
customized thermal conditions to satisfy occupant preferences (ie, online learning) while …

Energy savings of retrofitting residential buildings with variable air volume systems across different climates

DB Lu, DM Warsinger - Journal of Building Engineering, 2020 - Elsevier
Residential buildings account for 20% of total energy consumption in the United States, with
single family detached houses accounting for 77% of residential site energy consumption. A …

Real-time optimized HVAC control system on top of an IoT framework

A Rajith, S Soki, M Hiroshi - … on fog and mobile edge computing …, 2018 - ieeexplore.ieee.org
Heating Ventilation and Air Conditioning (HVAC) systems consume a significant portion of
energy within corporate buildings, mainly due to the lack of stringent monitoring which …