arXiv:2512.10128cs.ROeess.SP2025-12被引 1

仅用低成本传感器实现高精度室内定位,适合无GPS环境。

MI-SLAM: Magnetic Inertial SLAM Systems

  • 用IMU和7个磁力计构建松耦合与紧耦合两种定位系统
  • 200秒轨迹下定位均方根误差低于1米,优于现有方法
  • 适用于矿井、火灾等无视觉或卫星信号的救援场景

空间非均匀磁场为定位提供了有价值的非视觉信息源。基于磁场的同步定位与地图构建(SLAM)系统可同时完成定位与磁场建图,且在已访问区域具有有限定位误差。然而,现有先进方法通常依赖低漂移里程计数据,如视觉里程计、轮式编码器或行人航位推算技术,这些在特定场景下可能不可用。为此,本文提出两种仅依赖低成本传感器(惯性测量单元IMU和七个磁力计)的磁惯性SLAM(MI-SLAM)系统——松耦合与紧耦合版本。两者均采用磁场辅助惯性导航系统(MAINS)获取里程计,主要区别在于导航状态估计是分步还是联合进行。系统在多层结构的真实室内环境中进行了评估,结果表明,所提MI-SLAM系统优于当前最先进的磁惯性里程计系统MAINS,200秒轨迹下的定位均方根误差(RMSE)低于1米。该系统潜在应用包括矿井或火灾救援中对应急人员的定位,此时无法依赖GNSS或基于视觉的定位系统。

原文摘要 · Abstract (English)

Spatially inhomogeneous magnetic fields offer a valuable, non-visual information source for positioning. Among systems leveraging this, magnetic field-based simultaneous localization and mapping (SLAM) systems are particularly attractive. These systems execute positioning and magnetic field mapping tasks simultaneously, and they have bounded positioning error within previously visited regions. However, state-of-the-art magnetic-field SLAM methods typically require low-drift odometry data provided by visual odometry, a wheel encoder, or pedestrian dead-reckoning technology, which may not be available under certain situations. To address this limitation, this work proposes two magnetic inertial SLAM (MI-SLAM) systems --- a loosely coupled version and a tightly coupled version --- that rely solely on low-cost sensors: an inertial measurement unit (IMU) and seven magnetometers. Both systems use a magnetic field aided inertial navigation system (MAINS) to obtain odometry. The key difference between the two systems is whether the navigation state estimation is done in one or two steps. These systems are evaluated in real-world indoor environments with multi-floor structures. The proposed MI-SLAM systems outperform the state-of-the-art magnetic-inertial odometry system, MAINS, achieving a positioning RMSE below 1 meter on a trajectory lasting approximately 200 seconds. A potential application of the proposed systems is for the positioning of emergency response officers in mine or fire rescue operations, where one cannot rely on a GNSS or visual-based localization system.

SLAM惯性导航磁定位救援定位

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