基于乱序测量的避碰系统状态和存在性估计

A. Westenberger, Michael Gabb, M. Muntzinger, M. Fritzsche, K. Dietmayer
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引用次数: 7

摘要

随着其功能变得越来越复杂,未来的驾驶辅助系统依赖于几种不同的传感器,以结合不同测量原理的优势。然而,在多传感器融合中,测量值到达融合单元的顺序可能是乱的,测量值的原始顺序可能会丢失。无序测量处理在状态估计中的应用已经得到了广泛的研究,但其在存在估计中的应用一直没有得到很好的解决。本文提出了一种用于时间关键应用的状态和存在性估计的新算法,其中无序测量得到了充分的处理。用碰撞测试的真实数据验证了所导出的算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
State and existence estimation with out-of-sequence measurements for a collision avoidance system
As their functionality becomes more and more complex, future driver assistance systems rely on several different sensors in order to combine the advantages of different measurement principles. However, in multi-sensor fusion, measurements may arrive at the fusion unit out-of-sequence, the original order of the measurements may be lost. Whereas out-of-sequence measurement processing in state estimation has been studied extensively, their incorporation in existence estimation has not been solved in the past. This paper presents a new algorithm for state and existence estimation in time-critical applications, where out-of-sequence measurements are handled adequately. The derived algorithm is validated with real-world data from crash tests.
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