Prediction of unorganized ventilation induced by piston effect in subway stations based on parametric CFD and deep learning model

LI Song; LIU Meng; LI Ziqiao

doi:10.11835/j.issn.2096-6717.2026.036

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Prediction of unorganized ventilation induced by piston effect in subway stations based on parametric CFD and deep learning model

更新时间：2026-05-26

- Prediction of unorganized ventilation induced by piston effect in subway stations based on parametric CFD and deep learning model
- Journal of Civil and Environmental Engineering Pages: 1-14(2026)
- 作者机构：
  
  重庆大学土木工程学院，重庆 400045
- 作者简介：
  
  LI Song (2000- ), main research interests: ventilation and energy efficiency in public buildings, E-mail: 202316021227t@stu.cqu.edu.cn.
  LIU Meng （corresponding author）， professor， doctorial supervisor， E-mail： liumeng@cqu.edu.cn.
  LI Ziqiao （corresponding author）， assistant researcher， E-mail： z.li@cqu.edu.cn.
- 基金信息：
- DOI：10.11835/j.issn.2096-6717.2026.036
  CLC： TU96
- Received：23 February 2026，
  
  Online First：26 May 2026，
- 稿件说明：
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李松,刘猛,李子桥.基于参数化CFD与深度学习模型的地铁站活塞效应无组织通风预测[J].土木与环境工程学报,

LI Song,LIU Meng,LI Ziqiao.Prediction of unorganized ventilation induced by piston effect in subway stations based on parametric CFD and deep learning model[J].Journal of Civil and Environmental Engineering,
李松,刘猛,李子桥.基于参数化CFD与深度学习模型的地铁站活塞效应无组织通风预测[J].土木与环境工程学报, DOI：10.11835/j.issn.2096-6717.2026.036.

LI Song,LIU Meng,LI Ziqiao.Prediction of unorganized ventilation induced by piston effect in subway stations based on parametric CFD and deep learning model[J].Journal of Civil and Environmental Engineering, DOI：10.11835/j.issn.2096-6717.2026.036.

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Prediction of unorganized ventilation induced by piston effect in subway stations based on parametric CFD and deep learning model

DOI：10.11835/j.issn.2096-6717.2026.036