[HTML][HTML] Deep learning to replace, improve, or aid CFD analysis in built environment applications: A review

G Calzolari, W Liu - Building and Environment, 2021 - Elsevier
Fast and accurate airflow simulations in the built environment are critical to provide
acceptable thermal comfort and air quality to the occupants. Computational Fluid Dynamics …

Building energy simulation coupled with CFD for indoor environment: A critical review and recent applications

W Tian, X Han, W Zuo, MD Sohn - Energy and Buildings, 2018 - Elsevier
This paper presents a comprehensive review of the open literature on motivations, methods
and applications of linking stratified airflow simulation to building energy simulation (BES) …

Evaluating the commercial airliner cabin environment with different air distribution systems

R You, CH Lin, D Wei, Q Chen - Indoor Air, 2019 - Wiley Online Library
Ventilation systems for commercial airliner cabins are important in reducing contaminant
transport and maintaining thermal comfort. To evaluate the performance of a personalized …

[HTML][HTML] Building form and outdoor thermal comfort: Inverse design the microclimate of outdoor space for a kindergarten

R Sun, J Liu, D Lai, W Liu - Energy and Buildings, 2023 - Elsevier
Thermally comfortable mircoclimate is essential for creating high-quality outdoor spaces that
attract citizens and boost city vitality. Previous design efforts to improve outdoor thermal …

[HTML][HTML] Shape optimization of the exhaust hood in machining workshops by a discrete adjoint method

F Liu, H Chen, H Yuan, TT Zhang, W Liu - Building and Environment, 2023 - Elsevier
Local exhaust system is an effective but energy-consuming method for capturing oil mist
particles in machining workshops. To reduce the flow resistance of an exhaust system for …

Investigation of thermal comfort on innovative personalized ventilation systems for aircraft cabins: A numerical study with computational fluid dynamics

CA Mboreha, S Jianhong, W Yan, S Zhi… - Thermal Science and …, 2021 - Elsevier
Airliner passengers are more and demanding in terms of thermal comfort. But it is not yet
easy for crew to control the environment control system (ECS) that satisfies the thermal …

Differentiable turbulence ii

V Shankar, R Maulik, V Viswanathan - arXiv preprint arXiv:2307.13533, 2023 - arxiv.org
Differentiable fluid simulators are increasingly demonstrating value as useful tools for
developing data-driven models in computational fluid dynamics (CFD). Differentiable …

Recent progress on studies of airborne infectious disease transmission, air quality, and thermal comfort in the airliner cabin air environment

F Wang, R You, T Zhang, Q Chen - Indoor air, 2022 - Wiley Online Library
Airborne transmission of infectious diseases through air travel has become a major concern,
especially during the COVID‐19 pandemic. The flying public and crew members have long …

Fast estimation of airflow distribution in an urban model using generative adversarial networks with limited sensing data☆

C Hu, H Kikumoto, B Zhang, H Jia - Building and Environment, 2024 - Elsevier
Fast estimation of instantaneous urban airflow distribution can protect pedestrians and
objects from high-speed winds and promote high-efficiency natural ventilation. Statistical …

Indoor climate quality assessment in civil aircraft cabins: A field study

MG da Silva, EE Broday, CR Ruivo - Thermal Science and Engineering …, 2023 - Elsevier
Abstract Indoor Climate Quality is the way to assess how much thermal and indoor air quality
conditions might influence people's comfort indoors. Passengers traveling on commercial …