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

arXiv: https://arxiv.org/abs/2507.08026 · HTML: https://mlsanity.com/paper/2507.08026/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
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- First posted on arXiv 8 Jul 2025.

## Abstract (arXiv)

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.