arXiv subjects

Mathieu Châteauvert

Publications and source records attributed to Mathieu Châteauvert.

2 recordsLinked to original sources

arXiv2024

Extending Machine Learning Based RF Coverage Predictions to 3D

This paper discusses recent advancements made in the fast prediction of signal power in mmWave communications environments. Using machine learning (ML) it is possible to train models that provide power estimates with both good accuracy and with real-time simulation speeds. Work involving improved training data pre-processing as well as 3D predictions with arbitrary transmitter height is discussed.

eess.SP↗

arXiv2024

Signal Attenuation through Foliage Estimator (SAFE)

The SAFE tool is an open-source Radio Frequency (RF) propagation model designed for path loss predictions in foliage-dominant environments. It utilizes the ITU-R P.1812-6 model as its backbone, enhances predictions with the physics-based Radiative Energy Transfer (RET) model and makes use of high-resolution terrain and clutter elevation datasets

eess.SP↗