基于动态视觉传感器的足载惯性导航系统零速度检测器

Ch.-Sh. Jao, K. Stewart, J. Conradt, E. Neftci, A. Shkel
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引用次数: 7

摘要

在本文中,我们提出了一种新的零速度检测器,即动态视觉传感器(DVS)辅助姿态相位最优检测(SHOE)检测器,用于零速度更新(ZUPT)辅助惯性导航系统(INS),该系统由基于事件的足部摄像机DVS128增强。在室内步行实验中,我们观察到,在摇摆阶段,分布式交换机的放电率持续增加,而在站立阶段,放电率持续下降。我们通过实验确定,零速度检测的最佳放置配置是将DVS安装在惯性测量单元(IMU)旁边,并面向传感器。在一般似然比检验(GLRT)框架下,结合传统的SHOE检测器和DVS发射率的统计数据推导出了DVS-SHOE检测器。本文采用两种方法对所提出的DVS-SHOE探测器进行了评价。首先,我们比较了SHOE检测器和DVS-SHOE检测器的检测性能。实验结果表明,DVS-SHOE检测器比SHOE检测器具有更低的虚警率。其次,我们比较了使用SHOE检测器和DVS检测器的zupt辅助INS的导航性能。实验结果表明,使用DVS-SHOE的情况下,圆形可能误差(CEP)从1.2 m降低到0.9 m,比使用SHOE探测器的情况降低了约25%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Zero Velocity Detector for Foot-mounted Inertial Navigation System Assisted by a Dynamic Vision Sensor
In this paper, we proposed a novel zero velocity detector, the Dynamic-Vision-Sensor (DVS)-aided Stance Phase Optimal dEtection (SHOE) detector, for Zero-velocity-UPdaTe (ZUPT)-aided Inertial Navigation Systems (INS) augmented by a foot-mounted event-based camera DVS128. We observed that the firing rate of the DVS consistently increased during the swing phase and decreased during the stance phase in indoor walking experiments. We experimentally determined that the optimal placement configuration for zero-velocity detection is to mount the DVS next to an Inertial Measurement Unit (IMU) and face the sensor outward. The DVS-SHOE detector was derived in a General Likelihood Ratio Test (GLRT) framework, combining statistics of the conventional SHOE detector and the DVS firing rate. This paper used two methods to evaluate the proposed DVS-SHOE detector. First, we compared the detection performances of the SHOE detector and the DVS-SHOE detector. The experimental results showed that the DVS-SHOE detector achieved a lower false alarm rate than the SHOE detector. Second, we compared the navigation performance of the ZUPT-aided INS using the SHOE detector and the DVS detector. The experimental results showed that the Circular Error Probable (CEP) of the case using DVS-SHOE was reduced by around 25 % from 1.2 m to 0.9 m, as compared to the case of the SHOE detector.
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