Analysis on the Parameter Estimation Performance in an UWB/IMU Tightly-Coupled System

Kegen Yu, Kai Wen, Yingbing Li
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Abstract

Combining ultra-wideband (UWB) and low-cost inertial measurement unit (IMU) by a tight coupling fashion is an effective way to provide an integrated indoor localization system with high accuracy and continuity. However, the performance of such an integrated system may be poor in the presence of undesirable geometry between an UWB target node and a number of UWB anchors. In addition, some parameters in the state vector of Kalman filter (used for data fusion) are unobservable from UWB ranges. These problems have not been discussed in detail in the literature related to UWB localization. In this paper, we analyze the performance of integrated localization under different geometries between the UWB node and anchors based on Fisher information matrix. Also, the parameter observability with respect to UWB ranges is analyzed.
UWB/IMU紧密耦合系统参数估计性能分析
将超宽带(UWB)与低成本惯性测量单元(IMU)紧密耦合在一起是提供高精度、连续的室内综合定位系统的有效途径。然而,在UWB目标节点和多个UWB锚点之间存在不理想的几何结构时,这种集成系统的性能可能会很差。此外,卡尔曼滤波(用于数据融合)状态向量中的一些参数在超宽带范围内是不可观测的。这些问题在超宽带定位的相关文献中尚未详细讨论。本文分析了基于Fisher信息矩阵的UWB节点与锚点在不同几何形状下的综合定位性能。此外,还分析了参数在超宽带范围内的可观测性。
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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