测量频谱环境地图数据集与城市场景中的多辐射源
Haotian Zou1, Qiuming Zhu1, Qianhao Gao1
1The College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, PR China.
Data in brief
|August 6, 2025
概括
这项研究引入了一个新的数据集,用于现实的城市无线电环境,具有多个来源. 它可以实现更好的频谱映射和无线网络优化.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 无线通信无线通信
背景情况:
- 现有的开放数据集对于动态,多源城市无线电环境缺乏现实性.
- 准确的频谱环境图 (SEM) 对于高效的无线网络运行至关重要.
研究的目的:
- 为了在复杂的城市场景中呈现一种新的,高保真度的测量频谱强度数据集.
- 促进频谱绘图,频道建模和网络优化方面的研究.
主要方法:
- 在30MHz,115MHz和2GHz频段收集高精度频谱强度数据 (接收信号强度 - RSS).
- 使用了三种同源辐射源和一个带有光谱分析仪和GPS的移动接收系统.
- 在1m×1m网格 (80×105) 中记录数据,包括空间和时间信息.
主要成果:
- 数据集捕捉了多辐射源共存中的非线性传播通道特征.
- 提供详细的频谱强度测量 (dBm) 与精确的位置和时间.
- 为验证算法和模型提供了有价值的资源.
结论:
- 该数据集解决了现有开放数据的局限性,以实现现实的SEM创建.
- 实现了频谱图完成,无线通道建模和人工智能驱动的信号预测方面的进展.
- 支持通过现实的数据洞察来优化Wi-Fi和蜂网络.
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