Bias suppression of GPS measurement in inertial navigation system vertical channel

Jaewon Seo, Jang-Gyu Lee, Chan Gook Park
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引用次数: 16

Abstract

GPS measurement may include bias type noise in it. In this case, the measurement bias aggravates the estimation ability of a filter for inertial navigation system and corrupts the estimate of the filter. If the magnitude of the bias is large, fault detection and isolation techniques are often used for rejection or suppression of the effect of the bias. However, if the magnitude of the bias is small, the fault detection and isolation techniques cannot reject or suppress the effect of the bias. In this paper, the INS vertical channel using a barometer and GPS is considered. The GPS measurement is supposed to have bias noise. The magnitude of the bias is supposed to be small, therefore the FDI techniques cannot reject or suppress. For this case, a method of estimating and compensating the measurement bias in GPS output is proposed. In this scheme, the residuals of GPS output with measurement bias are stored for appropriate duration and, with these residuals, linear equations of measurement bias is developed. Then, simple least square method can estimate the bias, and, with this estimated value, GPS output can be compensated and a portion of the bias can be removed. In simulation results, it is shown that the scheme has an effect of measurement bias suppression.
惯性导航系统垂直信道中GPS测量的偏置抑制
GPS测量可能包含偏置型噪声。在这种情况下,测量偏差加剧了惯导系统滤波器的估计能力,破坏了滤波器的估计。如果偏置的幅度很大,通常使用故障检测和隔离技术来抑制或抑制偏置的影响。然而,如果偏置的大小很小,故障检测和隔离技术不能拒绝或抑制偏置的影响。本文考虑了利用气压计和GPS的惯导系统垂直信道。GPS测量应该有偏置噪声。偏差的幅度应该很小,因此FDI技术不能拒绝或抑制。针对这种情况,提出了一种估计和补偿GPS输出测量偏差的方法。该方案将GPS测量偏置输出的残差存储一段时间,并利用这些残差建立测量偏置的线性方程。然后,用简单的最小二乘法估计出偏差,并利用该估计值对GPS输出进行补偿,去除部分偏差。仿真结果表明,该方案具有抑制测量偏置的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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