Factor graph based simultaneous localization and mapping using multipath channel information

E. Leitinger, Florian Meyer, F. Tufvesson, K. Witrisal
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引用次数: 42

Abstract

Radio-based localization has the potential to provide centimeter-level position information. In this paper we apply joint probabilistic data association to multipath-assisted simultaneous localization and mapping (SLAM) for this purpose. In multipath-assisted localization, position-related information in multipath components (MPCs) is exploited to increase the accuracy and robustness of indoor tracking. Based on a recently introduced loopy belief propagation multipath-assisted localization scheme that performs probabilistic data association jointly with agent state estimation, we build a method for SLAM without using apriori known environment maps. The proposed method is highly accurate and robust in localizing a mobile agent while building up an environment feature map. It scales well in all relevant systems parameters and has a very low computational complexity.
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基于多径信道信息的因子图同步定位和映射
基于无线电的定位有可能提供厘米级的位置信息。在本文中,我们将联合概率数据关联应用于多路径辅助同步定位和映射(SLAM)。在多路径辅助定位中,利用多路径分量中的位置相关信息来提高室内跟踪的准确性和鲁棒性。基于最近提出的一种循环信念传播多路径辅助定位方案,结合智能体状态估计进行概率数据关联,建立了一种不使用先验已知环境图的SLAM方法。该方法在构建环境特征图的同时,具有较高的定位精度和鲁棒性。它在所有相关系统参数中都具有良好的可伸缩性,并且具有非常低的计算复杂度。
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