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1.清华大学电子工程系,北京 100084
2.北京国家信息科学技术研究中心,北京 100084
Received:30 August 2021,
Revised:2022-03-09,
Published:25 April 2022
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窦子铮,姚铮,陆明泉.无线电区域定位系统的分布式空间基准自主建立技术[J].电子学报,2022,50(04):841-848.
DOU Zi-zheng,YAO Zheng,LU Ming-quan.Distributed Radio Local Positioning System Spatial Reference Autonomous Establishment Technology[J].ACTA ELECTRONICA SINICA,2022,50(04):841-848.
窦子铮,姚铮,陆明泉.无线电区域定位系统的分布式空间基准自主建立技术[J].电子学报,2022,50(04):841-848. DOI: 10.12263/DZXB.20211175.
DOU Zi-zheng,YAO Zheng,LU Ming-quan.Distributed Radio Local Positioning System Spatial Reference Autonomous Establishment Technology[J].ACTA ELECTRONICA SINICA,2022,50(04):841-848. DOI: 10.12263/DZXB.20211175.
为了满足无线电区域定位系统(Radio Local Positioning System,RLPS)空间基准自主建立技术高精度、高效率、高鲁棒性的要求,在交替坐标下降法(Alternating Coordinate Descent,ACD)的基础上进行了改进,提出了一种分布式的空间基准自主建立技术.通过关联节点局部优化与系统全局优化,利用坐标下降法实现了分布式高精度定位.在算法收敛约束分析的基础上,通过寻找节点拓扑独立集,提出了系统并行策略,缩短了定位耗时.同时,将测距信息与锚点信息深度融合,对优化模型进行了更新,提出了分布式的节点绝对坐标获取方法.通过仿真和实验验证,所提分布式算法在获取高精度定位结果的同时,有效缩短了定位耗时.
The radio local positioning system(RLPS) requires a spatial reference autonomous establishment technology with high-precision
high-efficiency
and high-robustness. A distributed spatial reference autonomous establishment technology is proposed based on the alternating coordinate descent(ACD) method. By associating the local optimization of a node with the global optimization of the system
the coordinate descent method is used to achieve distributed high-precision positioning. We analyzed the algorithm convergence and proposed a parallel optimization strategy by searching independent sets of network topology. The ranging information is deeply integrated with the anchor information in the optimization model to obtain absolute coordinates of nodes. Simulation and experimental results show that the proposed distributed algorithm can effectively shorten the positioning time while obtaining high-precision positioning results.
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