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] Energy modelling and control of building heating and cooling systems with data-driven and hybrid models—A review

Y Balali, A Chong, A Busch, S O'Keefe - Renewable and Sustainable …, 2023 - Elsevier
Implementing an efficient control strategy for heating, ventilation, and air conditioning
(HVAC) systems can lead to improvements in both energy efficiency and thermal …

Multi-objective optimization of Venetian blinds in office buildings to reduce electricity consumption and improve visual and thermal comfort by NSGA-II

M Baghoolizadeh, M Rostamzadeh-Renani… - Energy and …, 2023 - Elsevier
Because the building sector has become a huge energy consumer, providing useful
approaches can help tackle this important issue. Windows are an important component of a …

A review of sensitivity analysis methods in building energy analysis

W Tian - Renewable and sustainable energy reviews, 2013 - Elsevier
Sensitivity analysis plays an important role in building energy analysis. It can be used to
identify the key variables affecting building thermal performance from both energy simulation …

Algorithms for optimization of building design: A review

V Machairas, A Tsangrassoulis, K Axarli - Renewable and sustainable …, 2014 - Elsevier
Building design is quite a complicated task with the design team trying to counterbalance
various antagonistic parameters, which in turn are subject to various constraints. Due to this …

[HTML][HTML] Approximate model predictive building control via machine learning

J Drgoňa, D Picard, M Kvasnica, L Helsen - Applied Energy, 2018 - Elsevier
Many studies have proven that the building sector can significantly benefit from replacing the
current practice rule-based controllers (RBC) by more advanced control strategies like …

Use of reference buildings to assess the energy saving potentials of the residential building stock: The experience of TABULA project

I Ballarini, SP Corgnati, V Corrado - Energy policy, 2014 - Elsevier
Retrofit actions applied to the existent building stock aim at increasing the energy
performance, considering the optimal trade-off between energy savings and costs …

The role of sensitivity analysis in the building performance analysis: A critical review

Z Pang, Z O'Neill, Y Li, F Niu - Energy and Buildings, 2020 - Elsevier
A building system is highly nonlinear and commonly includes a variety of parameters
ranging from the architectural design to the building mechanical and energy system. Serving …

The early design stage of a building envelope: Multi-objective search through heating, cooling and lighting energy performance analysis

TM Echenagucia, A Capozzoli, Y Cascone, M Sassone - Applied energy, 2015 - Elsevier
The majority of decisions in the building design process are taken in the early design stage.
This delicate phase presents the greatest opportunity to obtain high performance buildings …

Energy savings from temperature setpoints and deadband: Quantifying the influence of building and system properties on savings

A Ghahramani, K Zhang, K Dutta, Z Yang… - Applied Energy, 2016 - Elsevier
This paper provides a systematic approach for quantifying the influence of building size,
construction category, climate, occupancy schedule, setpoint, and deadband on HVAC …