关闭循环飞机飞模型分析的最佳输入信号设计
1School of Electronic Engineering and Automation, Jiangxi University of Science and Technology, Ganzhou, 341000, Jiangxi, China. wangjianhong@nuaa.edu.cn.
Scientific reports
|November 18, 2025
概括
这项研究优化了闭环飞机飞模型的输入信号,尽管有系统噪声,但提高了估计准确度. 该研究引入了一种可靠的方法,用于在实际飞行条件下精确识别.
科学领域:
- 航空航天工程 航空航天工程
- 控制系统 控制系统
- 信号处理 信号处理
背景情况:
- 准确的飞机飞模型对于飞行安全和性能至关重要.
- 之前的研究重点是开放循环系统,限制了实际应用.
- 闭环系统由于固有的噪音和反动态而存在挑战.
研究的目的:
- 将飞机飞模型分析扩展到一个更实用的闭环场景.
- 为了确定最佳的输入信号,以进行无偏的非参数波动模型估计.
- 为了在输入-输出噪声存在时提高准确的系统识别.
主要方法:
- 开发了一个闭环飞机飞模型分析.
- 从非参数估计得出了一个明确的改进形式,以使最佳输入信号依赖于非参数估计.
- 利用复合材料莱普诺夫分析,对两种不同的噪音进行强度测试.
主要成果:
- 通过使用闭环数据实现了无偏的非参数飞模型识别.
- 证明了最佳输入信号对非参数估计的明确依赖.
- 对系统噪声的估计方法的确立稳定性.
结论:
- 拟议的方法为闭环飞机飞模型提供了更好的准确识别.
- 该方法有效地处理同时输入-输出噪声,适合实际实验.
- 这项工作推进了动态航空航天应用中可靠系统识别的技术.
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