光纤拓扑辅助的UWB退化下固定滞后因子图室内定位
Fiber-Topology-Assisted Indoor Positioning Under UWB Degradation with Fixed-Lag Factor Graphs
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中文总结 AI 辅助
针对UWB退化下室内定位精度下降问题,提出FTALoc-FGO,利用校准光纤拓扑与DAS事件提供互补空间约束,通过固定滞后因子图融合,在完全UWB丢失时显著降低定位误差。
中文摘要 AI 辅助
超宽带(UWB)为室内定位提供绝对空间约束,但当多条无线电链路被遮挡或不可用时,这些约束变得不足。相比之下,校准的传感光纤提供固定的空间拓扑,可通过分布式声学传感(DAS)事件独立于无线电传播激活。基于这种互补性,我们提出了FTALoc-FGO,一种在UWB退化下用于光纤辅助定位的拓扑感知固定滞后因子图框架。沿光纤的DAS事件通过校准拓扑映射为各向异性空间观测,其中单层光纤提供方向性约束,两层正交光纤提供互补的二维信息。Fisher信息分析表征了这种依赖拓扑的信息,并激励了固定滞后图中使用的方向性和联合光纤因子。实验结合实测DAS事件与受控退化下的模拟UWB测距,在30对配对实现上评估该方法。在完全UWB丢失下,相对于仅使用鲁棒UWB的FGO,FTALoc-FGO在单层和双层路由上分别将因果中断均方根误差(RMSE)降低了32.6%和66.4%。这些结果表明,当基于无线电的观测不足时,校准的光纤拓扑可以提供互补的空间支持。
英文摘要
Ultra-wideband (UWB) provides absolute spatial constraints for indoor positioning, but these constraints become insufficient when multiple radio links are blocked or unavailable. A calibrated sensing fiber, in contrast, provides a fixed spatial topology that can be activated by distributed acoustic sensing (DAS) events independently of radio propagation. Motivated by this complementarity, we present FTALoc-FGO, a topology-aware fixed-lag factor-graph framework for fiber-assisted localization under UWB degradation. Along-fiber DAS events are mapped through the calibrated topology into anisotropic spatial observations, where a single fiber layer provides a directional constraint and two orthogonal layers provide complementary two-dimensional information. Fisher-information analysis characterizes this topology-dependent information and motivates the directional and joint fiber factors used in the fixed-lag graph. Experiments combining measured DAS events with simulated UWB ranges under controlled degradation evaluate the method over 30 paired realizations. Under complete UWB loss, FTALoc-FGO reduces the causal outage RMSE by 32.6\% and 66.4\% for single- and dual-layer routes, respectively, relative to robust UWB-only FGO. These results demonstrate that calibrated fiber topology can provide complementary spatial support when radio-based observations become insufficient.
发表机构
- School of Electronic and Information Engineering, Soochow University(苏州大学电子与信息工程学院)
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