Deep Learning Aided Diffracting Sphere Radius Determination for Indoor Ray Tracing Algorithm

To address the issue of significant power errors at the receiving end caused by uneven diffraction counts of multiple rays after diffraction, a neural network combining ray tracing algorithms with deep learning is proposed to predict the optimal diffraction sphere radius. This model predicts the appropriate diffraction sphere radius to ensure that multiple rays undergo uniform diffraction counts when encountering objects, thereby improving the accuracy of ray diffraction.

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Publication Details

Published
2024-09-22
DOI
https://doi.org/10.1109/apcap62011.2024.10881576
Primary Topic
Remote Sensing and LiDAR Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Deep Learning Aided Diffracting Sphere Radius Determination for Indoor Ray Tracing Algorithm

Pan Li, R. Xu, Yu Shao
Remote Sensing and LiDAR Applications
article

Deep Learning Aided Diffracting Sphere Radius Determination for Indoor Ray Tracing Algorithm

Pan Li, R. Xu, Yu Shao
article en

Abstract

To address the issue of significant power errors at the receiving end caused by uneven diffraction counts of multiple rays after diffraction, a neural network combining ray tracing algorithms with deep learning is proposed to predict the optimal diffraction sphere radius. This model predicts the appropriate diffraction sphere radius to ensure that multiple rays undergo uniform diffraction counts when encountering objects, thereby improving the accuracy of ray diffraction.

Chongqing University of Posts and Telecommunications (CN)
Natural Science Foundation of Chongqing
Openalex Percentile: Top 77%
Remote Sensing and LiDAR Applications
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Deep Learning Aided Diffracting Sphere Radius Determination for Indoor Ray Tracing Algorithm — Pan Li, R. Xu, et al. · (2024) | TGRS Research Map | TGRS