Toward physics-based generalizable convolutional neural network models for indoor propagation

A Seretis, CD Sarris - IEEE Transactions on Antennas and …, 2022 - ieeexplore.ieee.org
A fundamental challenge for machine learning (ML) models for electromagnetics is their
ability to predict output quantities of interest (such as fields and scattering parameters) in …

Deep Learning Empowered High Accuracy and Low Complexity Indoor Channel Prediction for Wireless Communication Systems

RT Juang, TW Wang, JX Cao, HP Lin… - 2024 IEEE 48th Annual …, 2024 - ieeexplore.ieee.org
The rapid expansion of wireless communication mandates the development of efficient and
computationally light solutions for base station deployment. Despite the manifold …

Physics-Based Propagation Models Enabled by Machine Learning

A Seretis - 2024 - search.proquest.com
As a growing number of wireless services with high performance demands is offered, their
intelligent planning and efficient management becomes more urgent. To that end, channel …

Enhancing outdoor radio frequency mapping with Ray Tracing techniques

BT Sandouno - 2024 - theses.hal.science
Ray Tracing is a deterministic propagation modeling approach that estimates the signal
power received in specific geographical locations based on a thorough consideration of the …

Effect of Physical Characteristics on Artificial Neural Network Error Reduction for Indoor Propagation Modeling

SM Eslami, AA Shishegar - 2023 31st International Conference …, 2023 - ieeexplore.ieee.org
In this paper, we examine the effect of physics-based input data in artificial neural network
(ANN) for indoor propagation. Our prior knowledge of electromagnetic propagation forms …

AI-Driven Wireless Propagation Models and Applications

A Seretis, CD Sarris - 2021 International Applied …, 2021 - ieeexplore.ieee.org
We are presenting examples of artificial intelligence enabled algorithms for radiowave
propagation modeling and their application to practical problems of interests. We use …

[PDF][PDF] Alternative formats

H Wragg - purehost.bath.ac.uk
The modern world is filled with internet enabled devices. Where we used to depend on
paper record we now rely on digital back ups. Connecting to the internet used to be a …