Power Allocation and Parameter Estimation for Multipath-Based 5G Positioning

被引:12
|
作者
Kakkavas, Anastasios [1 ,2 ]
Wymeersch, Henk [3 ]
Seco-Granados, Gonzalo [4 ]
Garcia, Mario H. Castaneda [1 ]
Stirling-Gallacher, Richard A. [1 ]
Nossek, Josef A. [2 ]
机构
[1] Huawei Technol Duesseldorf GmbH, Munich Res Ctr, D-80992 Munich, Germany
[2] Tech Univ Munich, Dept Elect & Comp Engn, D-80333 Munich, Germany
[3] Chalmers Univ Technol, Dept Elect Engn, S-41258 Gothenburg, Sweden
[4] Univ Autonoma Barcelona UAB, Dept Telecommun & Syst Engn, Bellaterra 08193, Spain
基金
欧盟地平线“2020”;
关键词
Resource management; Estimation; Location awareness; Clocks; Channel estimation; Wireless communication; Synchronization; Positioning; localization; 5G; reference signal; power allocation; parameter estimation; SINGLE-ANCHOR LOCALIZATION; WAVE MASSIVE MIMO; ORIENTATION ESTIMATION; PERFORMANCE LIMITS; CHANNEL ESTIMATION; SYNCHRONIZATION; OPTIMIZATION; ALGORITHM;
D O I
10.1109/TWC.2021.3082581
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We consider a single-anchor multiple-input multiple-output orthogonal frequency-division multiplexing system with imperfectly synchronized transmitter (Tx) and receiver (Rx) clocks, where the Rx estimates its position based on the received reference signals. The Tx, having (imperfect) prior knowledge about the Rx location and the surrounding geometry, transmits reference signals based on a set of fixed beams. We develop strategies for the power allocation among the beams aiming to minimize the expected Cramer-Rao lower bound for Rx positioning. Additional constraints on the design are included to make the optimized power allocation robust to uncertainty on the line-of-sight (LOS) path direction. Furthermore, the effect of clock asynchronism on the proposed allocation strategies is studied. Our evaluation results show that, for non-negligible synchronization error, it is optimal to allocate a large fraction of the available power for the illumination of the non-LOS (NLOS) paths, which help resolve the clock offset. In addition, the complexity reduction achieved by our proposed suboptimal approach incurs only a small performance degradation. We also propose an off-grid compressed sensing-based position estimation algorithm, which exploits the information on the clock offset provided by NLOS paths, and show that it is asymptotically efficient.
引用
收藏
页码:7302 / 7316
页数:15
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