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Altitude data fusion utilising differential measurement and complementary filter

机译:利用差分测量和互补滤波器的高度数据融合

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摘要

In plenty of researches and real systems, barometer and accelerometer which can provide altitude and acceleration measurements, respectively, are utilised in altitude estimation of small unmanned aerial vehicle. These sensors can draw on their merits and improve the accuracy of altitude estimation. The altitude measurement of barometer has the drift problem as one of its disadvantages which could deteriorate the performance of altitude estimation. In addition, barometer and accelerometer both have stochastic error which reduce the accuracy of altitude estimation. A novel scenario is proposed by utilising differential altitude measurement and complementary filter to deal with above issues. It is accurate and suitable for real-time application. In this scenario, altitude drift is reduced by using differential altitude measurement, and the stochastic error of altitude is minimised by using complementary filter algorithm. Stair and flight experiments are implemented to test this scenario. The experimental results indicate that it can provide good dynamic performance and flexibility for altitude estimation.
机译:在大量的研究和实际系统中,可以分别提供高度和加速度测量值的气压计和加速度计被用于小型无人机的高度估计。这些传感器可以利用它们的优点,并提高高度估计的准确性。气压计的高度测量具有漂移问题,这是其缺点之一,它可能会降低高度估计的性能。另外,气压计和加速度计都具有随机误差,这降低了高度估计的准确性。通过利用差分高度测量和互补滤波器来解决上述问题,提出了一种新颖的方案。它准确且适合实时应用。在这种情况下,通过使用差分高度测量来减少高度漂移,并通过使用互补滤波算法来最小化高度的随机误差。实施了楼梯和飞行实验来测试这种情况。实验结果表明,它可以为海拔高度估计提供良好的动态性能和灵活性。

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