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基于ADS-B的航空器测高系统误差评估方法
引用本文:金开研,朱衍波,许有臣.基于ADS-B的航空器测高系统误差评估方法[J].北京航空航天大学学报,2017,43(4):685-693.
作者姓名:金开研  朱衍波  许有臣
作者单位:民航数据通信有限责任公司研究与发展中心,北京100083;国家空管新航行系统技术重点实验室,北京100083;民航数据通信有限责任公司研究与发展中心,北京100083;国家空管新航行系统技术重点实验室,北京100083;北京航空航天大学电子信息学院,北京100083
基金项目:National Natural Science Foundation of China,Scientific and Technological Innovation Guiding Fund of CAAC (20150205)国家自然科学基金,民航科技创新引导资金
摘    要:针对基于广播式自动相关监视(ADS-B)数据的航空器高度保持性能监控中测高系统误差准确评估问题,提出了基于核平滑和混合正态分布模型的数据平滑和拟合分析方法。提出了ADS-B信息低分辨率高度数据的核平滑方法,通过比较分析得到了数据平滑的最优窗宽,基于实测数据的分析证明了该方法对于航空器测高系统误差评价的有效性。针对航空器使用的2套独立的测高学设备具有不同的高度保持性能分布特征的问题,提出了基于混合正态分布模型的拟合分析方法,实测结果表明,该方法可以准确拟合航空器测高系统误差的双峰特征。本文所提出的方法已经在中国RVSM航空器高度保持性能的实际分析中使用,分析结果满足国际民航组织的相关要求。

关 键 词:广播式自动相关监视(ADS-B)  测高系统误差  核平滑  混合高斯分布  模型拟合
收稿时间:2016-04-18

Error evaluation method of aircraft altimetry system based on ADS-B
JIN Kaiyan,ZHU Yanbo,XU Youchen.Error evaluation method of aircraft altimetry system based on ADS-B[J].Journal of Beijing University of Aeronautics and Astronautics,2017,43(4):685-693.
Authors:JIN Kaiyan  ZHU Yanbo  XU Youchen
Abstract:Aimed at the accurate evaluation of the altimetry system error for the automatic dependent surveillance-broadcast (ADS-B) height keeping performance monitoring,a data smoothing and fitting analysis method based on the kernel smoothing and mixed-Gaussian distribution was proposed.The kernel smoothing method for improving the resolution of the height data in the ADS-B messages was proposed.The optimal bandwidth of the data smoothing was analyzed.The analysis using real data demonstrates that this error evaluation method of the altimetry system is effective.To solve the problem that the two independent altimetry systems of an aircraft have different height keeping performance distribution characteristics,the fitting method based on the mixed-Gaussian distribution was proposed.The analysis using real data demonstrates that this method can accurately describe the double split peak characteristic of the aircraft altimetry system error.The proposed methods have been used in the analysis of Chinese RVSM aircraft height keeping performance.Evaluation results follow the requirements of International Civil Aviation Organization.
Keywords:automatic dependent surveillance-broadcast (ADS-B)  altimetry system error  kernel smoothing  mixed-Gaussian distribution  model fitting
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