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.