Pei Rongkang,Wang Jie,Li Jiamin,et al.Research on multi-level fusion localization mechanisms in cell-free integrated sensing and communication systems[J].Telecommunications Science,2026,42(01):22-34.
Pei Rongkang,Wang Jie,Li Jiamin,et al.Research on multi-level fusion localization mechanisms in cell-free integrated sensing and communication systems[J].Telecommunications Science,2026,42(01):22-34. DOI: 10.11959/j.issn.1000-0801.2026044.
Research on multi-level fusion localization mechanisms in cell-free integrated sensing and communication systems
随着6G移动通信技术的发展,通信与感知一体化(integrated sensing and communication,ISAC)成为未来无线网络的重要方向。在大规模分布式场景中,高精度定位仍面临计算和通信开销过大、参数不可靠等挑战。为此,提出一种多级融合的ISAC定位架构:在接入点(access point,AP)级对感知信号进行预处理,并将结果上传至边缘分布式单元(edge distributed unit,EDU);EDU级利用神经网络将信噪比映射为时延参数的权重,并结合几何精度因子(geometric dilution of precision,GDOP)策略进行加权最小二乘局部定位;中央处理单元(central processing unit,CPU)级则在全局视角下对EDU上传的可靠参数进行二次动态筛选与最终定位。仿真结果表明,该架构能显著降低整体区域内的定位误差,通信和计算开销均优于集中式方案,具有良好的系统可扩展性。
Abstract
With the development of sixth-generation mobile communication systems
integrated sensing and communication (ISAC) is recognized as an important direction for future wireless networks. In large-scale distributed scenarios
high-precision positioning still faces challenges such as excessive computational and communication overhead and unreliable parameters. To address these issues
a multi-level fusion ISAC positioning architecture was proposed: at the access point (AP) level
sensing signals were preprocessed
and the results were uploaded to the edge distributed unit (EDU); at the EDU level
the signal-to-noise ratio was mapped to the weights of delay parameters via a neural network
and weighted least squares local positioning was performed in combination with a geometric dilution of precision (GDOP) strategy; at the central processing unit (CPU) level
the reliable parameters uploaded by the EDU were subjected to secondary dynamic screening and final positioning from a global perspective. Simulation results demonstrate that the proposed architecture significantly reduces positioning errors across the entire area. Moreover
it outperforms the centralized scheme in both communication and computational overhead
ensuring good system scalability.
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references
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