Model predictive control strategy using encoder-decoder recurrent neural networks for smart control of thermal environment

Y Li, Z Tong - Journal of Building Engineering, 2021 - Elsevier
The development of deep learning (DL) technology provides an opportunity for accurate
prediction and effective control of complex building systems. However, despite the high …

[HTML][HTML] CFD methodology for predicting thermal plume from heat source: Experimental validation and simplified model

R Mateus, A Pinto, JMC Pereira - Building and Environment, 2024 - Elsevier
The prediction of heat transfer in natural convection is crucial for various engineering
applications, including building heating and natural ventilation. CFD study of heat transfer in …

[HTML][HTML] Dynamics of thermal plumes for large spaces: a comparative study of in-situ smoke test and a CFD model

R Mateus, A Pinto, JMC Pereira - Energy and Buildings, 2024 - Elsevier
This study focuses on natural convection heat transfer in building heating and ventilation.
Amid advancements in natural ventilation and a changing energy landscape, innovative …

[HTML][HTML] Modelling virtual sensors for real-time indoor comfort control

H Edtmayer, D Brandl, T Mach, E Schlager… - Journal of Building …, 2023 - Elsevier
Increasing demands on indoor comfort in buildings and urgently needed energy efficiency
measures require optimised HVAC systems in buildings. To achieve this, more extensive …

Optimization design of spray cooling fan based on CFD simulation and field experiment for horticultural crops

Y Hu, Y Chen, W Wei, Z Hu, P Li - Agriculture, 2021 - mdpi.com
In recent years, horticultural plants have frequently suffered significant heat damage due to
excessive temperatures. In this study, a horticultural spray cooling system was designed …