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基于时间序列的结构非线性振动响应预测模型在飞行试验中的应用研究

刘佳璐 张武林

航空科学技术2025,Vol.36Issue(3):105-110,6.
航空科学技术2025,Vol.36Issue(3):105-110,6.DOI:10.19452/j.issn1007-5453.2025.03.013

基于时间序列的结构非线性振动响应预测模型在飞行试验中的应用研究

Application Research of Nonlinear Structure Vibration Response Prediction Model Based on Time Series in Flight Test

刘佳璐 1张武林1

作者信息

  • 1. 中国飞行试验研究院飞机所,陕西 西安 710089
  • 折叠

摘要

Abstract

The nonlinear vibration response prediction of aircraft structure using computer technology is of great significance to the vibration flight test digital development.Based on the helicopter vibration response in a flight test,from the perspective of time series,Back-Propagation neural network is used to establish a nonlinear vibration response prediction model.After verifying the effectiveness of the model in stable and maneuvering flight movement,the heading,lateral and vertical vibration values of the helicopter structure in different flight movements were predicted,and the influence of the prediction step size on the prediction accuracy of the model was analyzed.The research results provide reference for the application of structural nonlinear vibration response prediction models in flight tests.

关键词

数据预测/BP神经网络/时间序列/非线性振动响应/飞行试验

Key words

data prediction/BP neural network/time series/nonlinear vibration response/flight test

分类

航空航天

引用本文复制引用

刘佳璐,张武林..基于时间序列的结构非线性振动响应预测模型在飞行试验中的应用研究[J].航空科学技术,2025,36(3):105-110,6.

航空科学技术

1007-5453

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