主管：中华人民共和国应急管理部
主办：应急管理部天津消防研究所
ISSN 1009-0029  CN 12-1311/TU
消防科学与技术

消防科学与技术 ›› 2022, Vol. 41 ›› Issue (5): 581-586.

• •    下一篇

基于深度学习和CFD的轴流风机气动性能优化

徐婷婷1，朱国庆1，陈凡宝1，孙传悦2   

  1. （1. 中国矿业大学 安全工程学院，江苏 徐州 221116； 2. 中国矿业大学 外国语学院，江苏 徐州 221116）
  • 出版日期:2022-05-15 发布日期:2022-05-15
  • 作者简介:徐婷婷（1997-），女，中国矿业大学安全工程学院硕士研究生，主要从事消防设备优化模拟研究，江苏省徐州市铜山区大学路1号，221116。
  • 基金资助:
    国家重点研发计划项目（2016YFC0802900）

Aerodynamic performance optimization of axial flow fan based on deep learning and CFD

XU Ting-ting1, ZHU Guo-qing1, CHEN Fan-bao1, SUN Chuan-yue2   

  1. （1. School of Safety Engineering, China University of Mining and Technology, Jiangsu Xuzhou 221116, China; 2. School of Foreign Studies, China University of Mining and Technology, Jiangsu Xuzhou 221116, China)
  • Online:2022-05-15 Published:2022-05-15

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摘要： 风力灭火机作为扑灭森林火灾的常用消防设备，由于采用离心风机，存在出口风速小、射流距离短等问题，轴流风机可以在一定程度上克服离心风机带来的难题。本文采用轴流风机研究发现，叶根安装角和角度差的适当增大有助于提高风机的出口风速和射流距离。通过优化所得叶根安装角为38.94°，叶顶安装角为35.7°时，轴流风机的气动性能最佳，出口风速和射流距离分别提升4.65%和15.6%，为轴流式风力灭火机的研发使用提供依据。

关键词: 轴流风机, 深度学习, 叶片安装角度, 风力灭火机

Abstract: Abstract: As common by used fire-fighting equipment for forest fire fighting, wind-driven fire extinguisher often has some problems, such as low outlet wind speed, short jet distance and so on, due to the use of the centrifugal fan. The axial-flow fan can overcome the difficulties of centrifugal fan to a certain extent. In this paper, the axial flow fan is used. It is found that the appropriate change of blade root angle and blade top angle is helpful to improve the outlet wind speed and jet distance of the fan. After the fan is optimized by deep learning, when the blade root angle is 38.9° and the blade top angle is 35.7°, the outlet wind speed and jet distance are increased by 4.65% and 15.6%, respectively. It can improve the basis for the research and development of axial-flow wind fire extinguisher.

Key words: Key words: axial flow fan, deep learning, blade installation angle, pneumatic fire extinguisher