论文标题
基于示例的无线电图使用传播优先级重建缺失区域
Exemplar-Based Radio Map Reconstruction of Missing Areas Using Propagation Priority
论文作者
论文摘要
无线电图描述了网络覆盖范围,并且是现代无线系统网络规划的实际重要工具。通常,收集无线电强度测量以构建精细分辨率无线电图以进行分析。但是,由于物理限制和安全考虑因素,某些保护区域无法进行测量,从而导致无线电图上的空间空白。在保护区域中,无线电图估计和频谱计划变得更加困难,使其难以进行。这项工作探讨了无线电频谱强度的分布,并提出了一种基于示例性的方法,以重建无线电图上的缺失区域。我们利用无线电传播模型来确定区域填充的方向并开发两个不同的方案,以估算丢失的无线电信号功率,而不是采用通用图像处理方法。我们的基于高保真模拟的测试结果证明了提出的无线电图重建方法的功效。
Radio map describes network coverage and is a practically important tool for network planning in modern wireless systems. Generally, radio strength measurements are collected to construct fine-resolution radio maps for analysis. However, certain protected areas are not accessible for measurement due to physical constraints and security considerations, leading to blanked spaces on a radio map. Non-uniformly spaced measurement and uneven observation resolution make it more difficult for radio map estimation and spectrum planning in protected areas. This work explores the distribution of radio spectrum strengths and proposes an exemplar-based approach to reconstruct missing areas on a radio map. Instead of taking generic image processing approaches, we leverage radio propagation models to determine directions of region filling and develop two different schemes to estimate the missing radio signal power. Our test results based on high-fidelity simulation demonstrate efficacy of the proposed methods for radio map reconstruction.