RayProNet: A Neural Point Field Framework for Radio Propagation Modeling in 3D Environments

G Cao, Z Peng - IEEE Journal on Multiscale and Multiphysics …, 2024 - ieeexplore.ieee.org
The radio wave propagation channel is central to the performance of wireless
communication systems. In this paper, we introduce a novel machine learning-empowered …

Impact of Environmental Granularity on CNN-Based Wireless Channel Prediction

Z Qiu, R He, M Yang, S Zhou, L Yu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Accurate wireless channel models are essential in design and optimization of wireless
communication systems. Deep learning provides a promising approach for wireless channel …

Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks

X Luo, Z Li, Z Peng, M Chen… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
The increasing demand for high-speed and reliable wireless networks has driven
advancements in technologies such as millimeter-wave and 5G radios, which requires …

Uncertainty-Aware RSRP Prediction on MDT Measurements Through Bayesian Learning

L Eller, P Svoboda, M Rupp - 2024 IEEE International Black …, 2024 - ieeexplore.ieee.org
Accurate and efficient propagation modeling is a key requirement for radio planning in
cellular networks. Here, deep learning has recently shown promising performance in real …

Geometric Wireless Simulation with Equivariant Transformers

T Hehn, M Peschl, T Orekondy, A Behboodi… - ICML 2024 Workshop …, 2024 - openreview.net
Modelling the propagation of electromagnetic signals is critical for designing modern
communication systems. While there are precise simulators based on ray tracing, they do …

A Novel Neural Point Field Framework for End-to-End Wireless Channel Modeling

G Cao, Z Peng - 2024 International Applied Computational …, 2024 - ieeexplore.ieee.org
In this paper, we present a novel neural wireless channel modeling methodology by
leveraging a point-cloud-based neural network. During the training phase, the proposed …

Differentiable Wireless Simulation with Geometric Transformers

T Hehn, M Peschl, T Orekondy, A Behboodi… - ICML 2024 Workshop on … - openreview.net
Modelling the propagation of electromagnetic signals is critical for designing modern
communication systems. While there are precise simulators based on ray tracing, they do …