超密集毫米波无线接入网络中位置感知波束成形过程中的空间选择模型

G. A. Fokin, D. B. Volgushev
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引用次数: 0

摘要

这项研究解决的问题是,根据信干比标准,确定有用信号和干扰信号的空间选择潜力与用户设备在波束成形过程中的定位误差之间的关系。可配置的模拟参数包括具有不同天线元件数量的平面天线阵列、移动轨迹,以及使用坐标估计的均方根误差估算用户设备位置的精度。该模型实现了三种控制天线辐射模式形状的算法:1)控制波束方向为一个最大值和一个零值;2)控制主波束的形状和宽度;3)自适应波束成形。仿真结果表明,当天线阵列元素数量不超过 5 个且定位误差不超过 7 米时,第一种算法最为有效;当天线阵列元素数量超过 15 个且定位误差超过 5 米时,适合采用第二种算法。开发的模型脚本可供验证。获得的结果可用于为第五代及以后的超密集毫米波无线接入网络的波束控制制定有科学依据的建议。
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Models for spatial selection during location-aware beamforming in ultra-dense millimeter wave radio access networks
The work solves the problem of establishing the dependence of the potential for spatial selection of useful and interfering signals according to the signal-to-interference ratio criterion on the positioning error of user equipment during beamforming by their location at a base station, equipped with an antenna array. Configurable simulation parameters include planar antenna array with a different number of antenna elements, movement trajectory, as well as the accuracy of user equipment location estimation using root mean square error of coordinate estimates. The model implements three algorithms for controlling the shape of the antenna radiation pattern: 1) controlling the beam direction for one maximum and one zero; 2) controlling the shape and width of the main beam; 3) adaptive beamforming. The simulation results showed, that the first algorithm is most effective, when the number of antenna array elements is no more than 5 and the positioning error is no more than 7 m, and the second algorithm is appropriate to employ, when the number of antenna array elements is more than 15 and the positioning error is more than 5 m. Adaptive beamforming is implemented using a training signal and provides optimal spatial selection of useful and interfering signals without device location data, but is characterized by high complexity of hardware implementation. Scripts of the developed models are available for verification. The results obtained can be used in the development of scientifically based recommendations for beam control in ultra-dense millimeter-wave radio access networks of the fifth and subsequent generations.
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来源期刊
Computer Research and Modeling
Computer Research and Modeling Computer Science-Computational Theory and Mathematics
CiteScore
0.80
自引率
0.00%
发文量
82
审稿时长
15 weeks
期刊介绍: The journal publishes original research papers and review articles in the field of computer research and mathematical modeling in physics, engineering, biology, ecology, economics, psychology etc. The journal covers research on computer methods and simulation of systems of various nature in the leading scientific schools of Russia and other countries. Of particular interest are papers devoted to simulation in thriving fields of science such as nanotechnology, bioinformatics, and econophysics. The main goal of the journal is to cover the development of computer and mathematical methods for the study of processes in complex structured and developing systems. The primary criterion for publication of papers in the journal is their scientific level. The journal does not charge a publication fee. The decision made on publication is based on the results of an independent review. The journal is oriented towards a wide readership – specialists in mathematical modeling in various areas of science and engineering. The scope of the journal includes: — mathematical modeling and numerical simulation; — numerical methods and the basics of their application; — models in physics and technology; — analysis and modeling of complex living systems; — models of economic and social systems. New sections and headings may be included in the next volumes.
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