AIRCRAFT POSITIONING USING MULTIPLE DISTANCE MEASUREMENTS AND SPLINE PREDICTION

IF 0.8 Q3 ENGINEERING, AEROSPACE Aviation Pub Date : 2022-03-18 DOI:10.3846/aviation.2022.16589
I. Ostroumov, Karen B. Marais, N. Kuzmenko
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引用次数: 17

Abstract

During the crucial phases of take-off, initial climb, approach, and landing where aircraft are close to the ground, Global Navigation Satellite Systems (GNSS) signal strength may not be sufficient to guarantee safe operation, especially in the presence of potential interference, malicious or otherwise, from ground equipment. When the GNSS location is lost, aircraft typically revert to other navigation aids. The most accurate navigation aid is Distance Measuring Equipment (DME). However, whereas GNSS location is triangulated, the navigation equipment on-board aircraft can only measure two DME signals simultaneously. Therefore, location based on DME tends to be accurate only to hundreds of meters, compared to meters for GNSS. A new approach is presented for positioning using multiple DMEs. The approach is based on regression analysis for prediction of DMEs distances in time of measurement. This approach increases positioning accuracy due to availability of multiple DMEs data in the system of navigation equations. Spline functions were used in a regression model in order to achieve the most accurate prediction values. An approach was verified using real flight data and shown the decreasing of navigation system error on value depending on availability and geometry of ground stations locations.
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飞机定位使用多个距离测量和样条预测
在飞机接近地面的起飞、初始爬升、进近和着陆的关键阶段,全球导航卫星系统(GNSS)信号强度可能不足以保证安全运行,尤其是在存在来自地面设备的恶意或其他潜在干扰的情况下。当GNSS位置丢失时,飞机通常会恢复到其他导航辅助设备。最准确的导航辅助设备是测距设备(DME)。然而,尽管全球导航卫星系统的位置是三角测量的,但飞机上的导航设备只能同时测量两个DME信号。因此,与GNSS的米相比,基于DME的定位往往仅精确到数百米。提出了一种使用多个DME进行定位的新方法。该方法基于回归分析,用于预测测量时间内的DME距离。由于导航方程组中的多个DME数据的可用性,这种方法提高了定位精度。在回归模型中使用样条函数以获得最准确的预测值。使用实际飞行数据验证了该方法,并显示导航系统误差随值的减小取决于地面站位置的可用性和几何形状。
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来源期刊
Aviation
Aviation ENGINEERING, AEROSPACE-
CiteScore
2.40
自引率
10.00%
发文量
20
审稿时长
15 weeks
期刊介绍: CONCERNING THE FOLLOWING FIELDS OF RESEARCH: ▪ Flight Physics ▪ Air Traffic Management ▪ Aerostructures ▪ Airports ▪ Propulsion ▪ Human Factors ▪ Aircraft Avionics, Systems and Equipment ▪ Air Transport Technologies and Development ▪ Flight Mechanics ▪ History of Aviation ▪ Integrated Design and Validation (method and tools) Besides, it publishes: short reports and notes, reviews, reports about conferences and workshops
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