基于可见光辅助的边缘智能室内外定位系统OA
Visible light-assisted edge intelligent indoor and outdoor positioning system
全球导航卫星系统(GNSS)在室外开阔环境提供米级定位精度,但在室内环境因信号衰减而难以有效定位;相反,可见光定位(VLP)技术在室内可达到厘米级精度,却因光源依赖性难以直接用于室外.本文提出一种基于边缘智能的室内外无缝定位系统,将北斗导航(BDS)与可见光定位通过图优化框架进行紧耦合融合,解决了两者在过渡区域的异构异步融合难题.核心创新在于设计了一种基于多模态因子图的无缝定位框架,统一处理北斗伪距/载波相位与 VLP到达角/接收信号强度两类异构观测;提出了一种自适应不确定性传播机制,通过在线估计光信道状态和卫星几何精度因子,实现过渡区域的平滑过渡;开发了基于边缘计算的轻量化定位解算架构,将端设备计算负载降低62%.在典型室内外过渡场景的实测表明:系统在室外开阔环境达到 0.8 m 均方根(RMS)精度,室内深部达到0.12 m RMS精度,过渡区域2米范围内切换成功率100%,切换引起的定位跳变小于0.25 m.相比传统切换式方案,定位精度显著优于传统切换式方案.
Global navigation satellite systems(GNSS)provide meter-level positioning accuracy in open outdoor environments but fail completely indoors due to signal attenuation.In contrast,visible light positioning(VLP)technology achieves centimeter-level accuracy indoors but is difficult to apply outdoors due to its dependence on light sources.This paper proposes an edge intelligence-based indoor-outdoor seamless positioning system,which for the first time tightly couples BeiDou Navigation Satellite System(BDS)and VLP through a graph optimization framework,solving the problem of heterogeneous and asynchronous fusion in transition areas.The core innovations include:(1)a multimodal factor graph-based seamless positioning framework that uniformly processes two types of heterogeneous observations,namely BDS pseudorange/carrier phase and VLP angle-of-arrival/received signal strength;(2)an adaptive uncertainty propagation mechanism that achieves imperceptible switching in transition areas through online estimation of optical channel status and satellite geometric dilution of precision;(3)a lightweight positioning solution architecture based on edge computing that reduces the computational load on end devices by 62%.Experimental results in typical indoor-outdoor transition scenarios demonstrate that the proposed system achieves 0.8 m RMS accuracy in open outdoor environments,0.12 m RMS accuracy in deep indoor areas,100%switching success rate within a transition zone of 2-meter range,and a positioning jump of less than 0.25 m caused by switching.Compared with traditional handover-based schemes,Compared to traditional switching schemes,the positioning accuracy is significantly better.
漆凯;任珈谊;孟祥艳;孙正东;于泽文
西安工业大学 电子信息工程学院,西安 710021西安工业大学 电子信息工程学院,西安 710021西安工业大学 电子信息工程学院,西安 710021西安工业大学 电子信息工程学院,西安 710021西安工业大学 电子信息工程学院,西安 710021
航空航天
无缝定位可见光定位北斗导航系统因子图优化边缘计算异构融合
seamless positioningvisible light positioningBeiDou Navigation Satellite Systemfactor graph optimizationedge computingheterogeneous fusion
《空间电子技术》 2026 (3)
19-26,8
陕西省科技厅一般项目(编号:2024GX-YBXM-105)
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