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arXiv 2507.08026cs.CV
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面向ITU-R P. 1411传播模型的加拿大范围形态学地图开发

Development of a Canada-Wide Morphology Map for the ITU-R P. 1411 Propagation Model

Communications Research Centre Canada(加拿大通信研究中心)

Jennifer P. T. Nguyen

AI总结:

本文开发加拿大范围形态学地图,遵循ITU-R P.1411-12传播模型指南,采用机器学习方法自动化分类区域环境类型,优化分类准确率,确保在300 MHz至100 GHz频率范围内更准确估算室外短距离传播路径损耗。

摘要:

本文概述了开发加拿大范围形态学地图的过程,遵循ITU-R P.1411-12传播模型指南,将区域划分为住宅区、城市低层和城市高层环境。为解决该建议书中环境类型描述符的定性问题,采用机器学习方法自动化分类过程。广泛实验优化了分类准确率,生成了确保在300 MHz至100 GHz频率范围内更准确估算室外短距离传播路径损耗的地图。

英文摘要:

This paper outlines the development of a Canada-wide morphology map classifying regions into residential, urban low-rise, and urban high-rise environments, following the ITU-R P.1411-12 propagation model guidelines. To address the qualitative nature of the environment-type descriptors found in the Recommendation, a machine learning approach is employed to automate the classification process. Extensive experimentation optimized classification accuracy, resulting in a Canada-wide morphology map that ensures more accurate path loss estimations for outdoor short-range propagation at frequencies ranging from 300 MHz to 100 GHz.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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