[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 …

Hazards of pollutants and ventilation control strategy in industrial workshops: Current state and future trend

X Zhao, Y Yin - Building and Environment, 2024 - Elsevier
Industries such as metallurgy, chemical engineering, metal products, building materials,
welding, and nuclear engineering inevitably emit high-strength pollutants (solid and liquid …

Development and application of linear ventilation and temperature models for indoor environmental prediction and HVAC systems control

C Ren, SJ Cao - Sustainable Cities and Society, 2019 - Elsevier
It has been of great importance to develop better control techniques for heating, ventilation
and air conditioning (HVAC) systems to provide occupancy driven energy and comfort …

Implementation and visualization of artificial intelligent ventilation control system using fast prediction models and limited monitoring data

C Ren, SJ Cao - Sustainable Cities and Society, 2020 - Elsevier
Coupling modelling and monitoring has always been a very challenging task aiming for
indoor air pollution control towards the construction of safe, healthy and energy-efficient …

A review of simplified numerical approaches for fast urban airflow simulation

X Xu, Z Gao, M Zhang - Building and Environment, 2023 - Elsevier
As the urban area under study continues to expand, the high computational cost of urban
wind and thermal environments simulation is becoming a major challenge for researchers …

Optimal design of building environment with hybrid genetic algorithm, artificial neural network, multivariate regression analysis and fuzzy logic controller

T Zhang, Y Liu, Y Rao, X Li, Q Zhao - Building and Environment, 2020 - Elsevier
Computational cost poses a major obstacle to the design of indoor environments with the
current optimal method and computational fluid dynamics (CFD). A novel optimization …

Evaluation of fast fluid dynamics with different turbulence models for predicting outdoor airflow and pollutant dispersion

T Dai, S Liu, J Liu, N Jiang, W Liu, Q Chen - Sustainable cities and society, 2022 - Elsevier
Fast fluid dynamics (FFD) could provide informative and efficient airflow and concentration
simulation. The commonly used turbulence model in FFD was Re-Normalization Group …

Inverse design of a thermally comfortable indoor environment with a coupled CFD and multi-segment human thermoregulation model

W Liu, TT Zhang, D Lai - Building and Environment, 2023 - Elsevier
A thermally comfortable indoor environment is critical for ensuring the health and
productivity of the occupants. To design a thermally comfortable environment, CFD-based …

Airflow modelling for building design: A designers' review

R Zhang, X Xu, K Liu, L Kong, W Wang… - … and Sustainable Energy …, 2024 - Elsevier
Sustainable design is no longer an emerging debate. Data-driven urban and architectural
design faces several potential threats related to airflow modelling, including extreme wind …

Inverse design of nanophotonic devices using generative adversarial networks

W Kim, S Kim, M Lee, J Seok - Engineering Applications of Artificial …, 2022 - Elsevier
The efficient design of structures that exhibit desired properties is challenging across various
engineering and scientific applications. Traditional methods employ experts in a specific …