IMNet: Interference-Aware Channel Knowledge Map Construction and Localization

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-01-06 DOI:10.1109/LWC.2025.3526222
Le Zhao;Zesong Fei;Xinyi Wang;Jingxuan Huang;Yuan Li;Yan Zhang
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Abstract

This letter presents a novel two-stage method for constructing channel knowledge maps (CKMs) specifically for A2G (Aerial-to-Ground) channels in the presence of non-cooperative interfering nodes (INs). We first estimate the interfering signal strength (ISS) at sampling locations based on total received signal strength measurements and the desired communication signal strength (DSS) map constructed with environmental topology. Next, an ISS map construction network (IMNet) is proposed, where a negative value correction module is included to enable precise reconstruction. Subsequently, we further execute signal-to-interference-plus-noise ratio map construction and IN localization. Simulation results demonstrate lower construction error of the proposed IMNet compared to baselines in the presence of interference.
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干扰感知信道知识图谱的构建与定位
本文提出了一种新的两阶段方法,专门用于在存在非合作干扰节点(INs)的A2G(空对地)信道中构建信道知识图(ckm)。我们首先基于总接收信号强度测量和环境拓扑构建的期望通信信号强度图估计采样位置的干扰信号强度(ISS)。其次,提出了一个国际空间站地图构建网络(IMNet),其中包括负值校正模块,以实现精确重建。随后,我们进一步执行信噪比图构建和IN定位。仿真结果表明,在存在干扰的情况下,与基线相比,所提出的IMNet的构造误差较小。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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