Concepedia

Data-driven Ventilation Modeling

Data-Driven Ventilation Modeling is a computational modeling approach within ventilation science that distinguishes itself by leveraging empirical data and statistical learning techniques to infer, optimize, or simulate airflow and contaminant dispersion dynamics without relying exclusively on first-principles physical equations.

8

Publications

404

Citations

48

Authors

24

Institutions

Publications per year

2017–2026

6

Parents

Publications

8

Utilizing temporal data abstraction for data validation and therapy planning for artificially ventilated newborn infants

Silvia Miksch, Werner Horn, Christian Popow et al. · Artificial Intelligence in Medicine · 1996 · 116 citations

, , +17

Data-driven model for cross ventilation potential in high-density cities based on coupled CFD simulation and machine learning

Chao Ding, Khee Poh Lam · Building and Environment · 2019 · 107 citations · Full text

, , +17

Physics-based, data-driven approach for predicting natural ventilation of residential high-rise buildings

Vincent J.L. Gan, Chun Man Chan, A.U. Weerasuriya et al. · Building Simulation · 2021 · 46 citations

, , +16

Optimization study of heating performance for an impinging jet ventilation system based on data-driven model coupled with TOPSIS method

Xiao Ye, Hechuang Qi, Yanming Kang et al. · Building and Environment · 2022 · 43 citations

, , +17

Developing an explainable machine learning model to predict the mechanical ventilation duration of patients with ARDS in intensive care units

Zichen Wang, Luming Zhang, Tao Huang et al. · Heart & Lung · 2022 · 43 citations · Full text

, , +16

1–5 of 8

Authors

48

  1. JL
    Jiqin Li

    Harbin Institute of Technology, China

    1 publications · 15 citations

    1

    h-index

  2. DB
    Daniël Berckmans

    KU Leuven, Belgium

    1 publications · 22 citations

    1

    h-index

  3. HC
    Hongtao Cheng

    Jinan University, China

    1 publications · 43 citations

    1

    h-index

  4. EV
    Erik Vranken

    KU Leuven, Belgium

    1 publications · 22 citations

    1

    h-index

  5. XC
    Xinyi Chen

    Dongzhimen Hospital Affiliated to Beijing University of Chinese Medicine, China

    1 publications · 12 citations

    1

    h-index

1–5 of 48

Institutions

24

  1. National University of Singapore

    Singapore, Singapore

    2 h-index

    2 publications

    153 citations

  2. Hogeschool de Kempel

    Helmond, The Netherlands

    1 h-index

    1 publications

    22 citations

  3. Lawrence Berkeley National Laboratory

    Berkeley, United States

    1 h-index

    1 publications

    107 citations

  4. First Affiliated Hospital of Jinan University

    Guangzhou, China

    1 h-index

    6 publications

    258 citations

  5. Princeton University

    Princeton, United States

    1 h-index

    12 publications

    144 citations

  6. Jinan University

    Guangzhou, China

    1 h-index

    2 publications

    86 citations

  7. Xi'an Jiaotong University

    Xi'an, China

    1 h-index

    1 publications

    43 citations

  8. Neuroscience Institute

    Pisa, Italy

    1 h-index

    1 publications

    12 citations

1–8 of 24

Venues

  1. Building and Environment

    4 publications · 187 citations

    4

    h-index

  2. medRxiv

    Repository · 1 publications · 12 citations

    1

    h-index

  3. Heart & Lung

    1 publications · 43 citations

    1

    h-index

  4. Building Simulation

    1 publications · 46 citations

    1

    h-index

  5. Artificial Intelligence in Medicine

    AIM · 1 publications · 116 citations

    1

    h-index

1–5