主管单位:中华人民共和国工业和信息化部
主办单位:西北工业大学  中国航空学会
地       址:西北工业大学友谊校区航空楼
基于贝叶斯网络的某民用飞机着陆距离研究
DOI:
作者:
作者单位:

中国民用航空飞行学院

作者简介:

通讯作者:

中图分类号:

V212.13+1;V328.3

基金项目:

2024年度中央高校基本科研业务费资助项目-重点项目(24CAFUC01001);研究生创新项目基金(X2023-7);2024年第一批省级科技计划项目(24ZHSF0272)


Research on Landing Distance of A Civil Aircraft Based on Bayesian Network
Author:
Affiliation:

Civil Aviation Flight University of China

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    采用民用飞机的实际运行数据和飞机性能软件仿真审定数据对着陆距离对比分析,能够为该型飞机运行能力的提升提供量化支撑。从实际运行数据中提取性能仿真计算所需的关键条件以得到相同条件下的所需着陆距离(RLD)及距离差,利用四分位法将着陆相关数据离散化处理,并对建模方法进行比选;采用PC 算法学习网络结构,贝叶斯估计学习网络参数,构建实际着陆距离超出RLD 风险模型;利用贝叶斯网络精确推理计算超出RLD 状态的后验概率及最大后验假设。结果表明:拉平至接地时间在7 s 左右、接地至地速40 节时间在18~24 s 之间可有效降低实际着陆距离超出RLD 概率,并结合相关参数对着陆运行提出建议以降低超出RLD风险。

    Abstract:

    Combined with the actual operation data of a domestic civil aircraft and the simulation and validation data of aircraft performance software, the landing distance was compared and analyzed to provide quantitative support for the improvement of the aircraft"s operation capability. The key conditions Required for performance simulation calculation are extracted from the actual operation data to obtain the Required Landing Distance (RLD) and distance difference under the same conditions. The landing-related data is discretized by the quartile method, and the modeling methods are compared and selected. Finally, the network structure is learned by PC algorithm. Bayesian estimate learning network parameters to construct the risk model of actual landing distance exceeding RLD. The posterior probability and maximum posterior hypothesis of exceeding RLD state are obtained by using Bayesian network accurate reasoning. The results show that the probability of exceeding RLD can be effectively reduced by flattening to ground time of about 7s and grounding to ground speed of 40 knots between 18-24s, and some suggestions are put forward to reduce the risk of exceeding RLD by combining relevant parameters.

    参考文献
    相似文献
    引证文献
引用本文
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2024-05-07
  • 最后修改日期:2024-07-05
  • 录用日期:2024-07-19
  • 在线发布日期: 2025-03-13
  • 出版日期: