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飞行数据相容性检验技术
引用本文:李富刚,张聪,田福礼,张喆.飞行数据相容性检验技术[J].航空工程进展,2017,8(4):479-485.
作者姓名:李富刚  张聪  田福礼  张喆
作者单位:中国飞行试验研究院,中国飞行试验研究院,中国飞行试验研究院,中国飞行试验研究院
摘    要:飞行试验测量数据中存在过程噪声和测量噪声,导致飞行数据之间不相容,国内目前常用的输出误差法不适用于耦合严重的直升机飞行数据相容性检验。采用增广卡尔曼滤波方法进行状态估计,大幅度地消除测量值中的误差;再用输出误差法对增广卡尔曼滤波估计的结果进行相容性检验,并将其应用于直升机四阶纵向等效模型辨识中。结果表明:提出的这种方法既解决了单独使用增广卡尔曼滤波进行数据相容性分析时由于初期收敛过程造成的滤波误差问题,又克服了单独使用输入误差法进行数据相容性时需手动修改时间延迟问题和测量值中误差过大时输出误差法无法收敛问题,使得检验效果与计算效率大幅提升。

关 键 词:增广卡尔曼滤波  相容性检验  飞行试验  状态估计
收稿时间:2017/3/5 0:00:00
修稿时间:2017/6/11 0:00:00

Technology of flight data compatibility analysis
LI Fu-gang,ZHANG Cong,TIAN Fu-li and ZHANG Zhe.Technology of flight data compatibility analysis[J].Advances in Aeronautical Science and Engineering,2017,8(4):479-485.
Authors:LI Fu-gang  ZHANG Cong  TIAN Fu-li and ZHANG Zhe
Institution:Chinese Flight Test Establishmen,Chinese Flight Test Establishmen,Chinese Flight Test Establishmen,Chinese Flight Test Establishmen
Abstract:Process noises and measure noises exist in flight test data, which lead to incompatibility of flight data. To solve the problem that output error method the popular method used in flight test data compatibility checking is not fit for helicopter model and fixed plane lateral model data compatibility checking with serious coupling. Firstly, extended Kalman filter is applied for states estimation. Next, compatibility analysis for results of extended Kalman filter is carried on by way of output error method. By this technology, problems of wave filtering errors which are caused by externed Kalman filter primary convergence are solved, and problems of time delay modification by hand in output error method is conquered and inconvergence of output error method when errors in measuring data are big are solved , respectively. Verification effect and computational efficiency are greatly improved.
Keywords:extended Kalman filter  compatibility analysis  flight test  state estimation
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