面向低空网络的信道知识地图构建与应用OA
Channel Knowledge Map Construction and Application towards Low-altitude Networks
低空网络作为支撑低空经济发展的关键基础设施,其可靠通信面临复杂传播环境的严峻挑战.传统信道知识地图主要面向地面蜂窝网络,在空域及动态场景下存在显著局限性.旨在系统探讨面向低空网络的信道知识地图构建方法.首先对信道知识地图的基本概念与发展现状进行了梳理,进而聚焦低空网络在频域、空域和时域的多维特性,结合低空车联网、无人机集群干扰协调、精准定位导航及网络优化等具体应用场景,提出了分层分级的针对性信道地图构建方案,分析了各类地图的构建思路与协同机制,凸显了任务导向的地图设计原则.最后对低空网络信道知识地图在多层级体系构建与多模态数据融合等方面的未来研究方向进行了展望.
As a critical infrastructure supporting the development of the low-altitude economy,low-altitude networks face severe challenges in achieving reliable communication in complex propagation environments.Traditional channel knowledge maps(CKMs),primarily designed for terrestrial cellular networks,exhibit significant limitations in aerial and dynamic scenarios.This paper aims to systematically explore the construction methods of CKMs tailored for low-altitude networks.Firstly,the fundamental concepts and existing techniques of CKMs are reviewed.Subsequently,focusing on the multi-dimensional characteristics of low-altitude networks across frequency,spatial,and time domains,and considering specific application scenarios such as low-altitude vehicle-to-everything,uncrewed aerial vehicle swarm interference coordination,precise positioning/navigation,and network optimization,the paper proposes a hierarchical framework for constructing various CKMs.The construction methodologies and synergistic mechanisms of different types of maps are analyzed to highlight the principle of task-oriented map design.Finally,the paper provides an outlook on future research directions for low-altitude network CKMs,particularly in areas such as systematic hierarchical CKM construction and multi-modal data fusion.
胡泽杨;张泽中;游昌盛;王锐;贡毅
南方科技大学,广东 深圳 518055香港中文大学(深圳),广东 深圳 518172南方科技大学,广东 深圳 518055南方科技大学,广东 深圳 518055南方科技大学,广东 深圳 518055
信息技术与安全科学
信道知识地图低空网络多模态数据融合信道建模射线追踪深度学习
channel knowledge maplow-altitude networksmulti-modal data fusionchannel modelingray-tracingdeep learning
《移动通信》 2026 (2)
26-34,9
国家自然科学基金面上项目"面向超大规模MIMO的远近场混合传输关键技术"(62571227)国家自然基金联合基金重点项目"低空无人机智能通感控理论与关键技术研究"(U25A20389)国家自然科学基金青年科学基金项目"面向边缘智能的高效分布式学习理论与资源分配方法研究"(62401492)广东省基础与应用基础研究基金区域联合基金青年 基金项目"无线通信网络下的频谱地图联合感知研究"(2023A1515110425)深圳市重点项目"连续立体空间信道地图构建及传输系统优化理论研究"(JCYJ20241202125328038)
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