面向低空网联无人机的基站空地信道模型与部署寻优 ——以天津市和平区典型区域为研究对象
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1.中国民航大学;2.中国民航大学中欧航空工程师学院;3.中国民航大学安全科学与工程学院

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TN91

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国家自然科学基金青年科学(62201577);民航安全能力建设项目(HA202511);中央高校基本科研业务费中国民航大学专项项目(3122020075)


Air-to-Ground Channel Modeling and Base Station Deployment Optimization for Low-Altitude Networked UAVs: A Case Study of a Typical Area in Heping District, Tianjin
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1.Sino-European Institute of Aviation Engineering,Civil Aviation University of China;2.College of Safety Science and Engineering, Civil Aviation University of China

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    摘要:

    针对 5G 低空网联无人机通信中传统地面基站难以兼顾多高度空域覆盖、易形成低空信号缺失的问题,提出一种基于分段式空地信道模型与改进 NSGA-Ⅱ(Improved NSGA-Ⅱ,INSGA-Ⅱ)的基站布局多目标优化方法。以 22.5 m、300 m 为分界点将传播环境分为近地、低空、近高空三区间,依据 3GPP TR 38.901 与 TR 36.777 建立 LOS/NLOS 概率路径损耗模型;将部署构建为以最小化最差层覆盖缺口和最少归一化基站数为双目标、SNR/时延/最小站间距为约束的模型,按 Minimax 准则跨 200/400/600 m 三层联合寻优;并设计启发式三策略初始化、平衡双路径位翻转变异与 Pareto 代表点局部搜索三项改进。仿真表明:解析模型与 SBR 射线追踪在三层的平均绝对误差均不超过 3.3 dB;推荐方案仅用 6 个基站即实现 200/400 m 层 100%、600 m 层 96.14% 覆盖;相较 NSGA-Ⅱ、MOEA/D 与 MOPSO,INSGA-Ⅱ 收敛最快、超体积最高,在建网成本与性能间折中最优。结果表明,INSGA-II可在保证多高度层通信质量的同时降低基站部署规模,研究结果可为城市低空网联无人机通信网络的多高度协同规划与基站工程部署提供参考。

    Abstract:

    To address the difficulty of achieving coordinated coverage across multiple altitude layers with conventional ground base stations in 5G low-altitude networked UAV communications and the resulting low-altitude signal coverage gaps, a multi-objective base station layout optimization method based on a piecewise air-to-ground channel model and an improved NSGA-II (INSGA-II) is proposed. Using 22.5 m and 300 m as height thresholds, the propagation environment is divided into near-ground, low-altitude, and near-high-altitude regions. Probability-based path loss models incorporating line-of-sight (LOS) and non-line-of-sight (NLOS) propagation are established in accordance with 3GPP TR 38.901 and TR 36.777. The deployment problem is formulated as a dual-objective optimization model in which both the worst-layer coverage gap and the normalized number of base stations are minimized, subject to constraints on the signal-to-noise ratio (SNR), propagation delay, and minimum inter-site distance. Based on the minimax criterion, joint optimization is performed across three altitude layers at 200 m, 400 m, and 600 m. Three improvement mechanisms are incorporated into NSGA-II, namely heuristic initialization integrating three strategies, balanced dual-path bit-flip mutation, and local search based on Pareto representative points. The mean absolute errors between the analytical model and the shooting and bouncing rays (SBR) ray-tracing results are shown not to exceed 3.3 dB at any of the three altitude layers. With only six base stations, coverage rates of 100% at both the 200 m and 400 m layers and 96.14% at the 600 m layer are achieved by the recommended deployment scheme. Compared with NSGA-II, MOEA/D, and MOPSO, the fastest convergence, the highest hypervolume, and the best trade-off between network deployment cost and communication performance are achieved by INSGA-II. It is further demonstrated that the scale of base station deployment can be reduced while communication quality across multiple altitude layers is maintained. The findings are expected to provide a useful reference for coordinated multi-altitude planning and the engineering deployment of base stations in urban communication networks for low-altitude networked UAVs.

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周航,王森莉,李航,等. 面向低空网联无人机的基站空地信道模型与部署寻优 ——以天津市和平区典型区域为研究对象[J]. 科学技术与工程, , ():

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  • 收稿日期:2026-06-04
  • 最后修改日期:2026-09-16
  • 录用日期:2026-09-29
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