惯性辅助跟踪系统中遮挡时噪声引起的误差增长

Gontje C. Claasen, Philippe Martin, K. Graichen
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引用次数: 2

摘要

分析了传感器噪声对惯性跟踪误差增长的影响。本文主要分析了光学和惯性传感器跟踪系统中出现的一个问题。光学传感器总是需要一个视距,一个自然的想法是,在失去视距的遮挡期间,仅使用惯性传感器继续跟踪。惯性跟踪中存在多种误差源;在这里,我们考虑由于传感器噪声而产生的误差,即使设置是完美校准和初始化的,也无法补偿。该分析的结果是期望误差作为时间函数的数学表达式,并提供了以下两个问题的答案:根据所需的精度和所使用的惯性传感器,纯惯性跟踪可能持续多长时间?哪些传感器特性需要改进以减小跟踪误差?
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Error growth due to noise during occlusions in inertially-aided tracking systems
We present an analysis of the error growth in inertial tracking due to sensor noise. This analysis focuses on a problem arising in tracking systems with both optical and inertial sensors. Optical sensors always need a line-of-sight, and a natural idea is to continue tracking using only inertial sensors during an occlusion when the line-of-sight is lost. Several error sources are present in inertial tracking; here we consider the error due to sensor noise which cannot be compensated and is present even if the setup is perfectly calibrated and initialized. The result of this analysis is a mathematical expression for the expected error as a function of time and provides an answer to the following two questions: Depending on the precision needed and the inertial sensors employed, for how long is purely inertial tracking possible? Which sensor characteristics have to be improved to decrease the tracking error?
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