[PDF][PDF] A proposal for path loss prediction in urban environments using support vector regression

RDA Timoteo, DC Cunha, GDC Cavalcanti - Proc. Advanced Int. Conf …, 2014 - Citeseer
In the last few years, the mobile data traffic has grown exponentially making evident the
importance of wireless networks. To ensure an acceptable level of quality of service for …

[HTML][HTML] Path loss modeling: A machine learning based approach using support vector regression and radial basis function models

S Ojo, A Sari, TP Ojo - Open Journal of Applied Sciences, 2022 - scirp.org
Path loss prediction models are vital for accurate signal propagation in wireless channels.
Empirical and deterministic models used in path loss predictions have not produced optimal …

Path loss prediction in urban environment using learning machines and dimensionality reduction techniques

M Piacentini, F Rinaldi - Computational Management Science, 2011 - Springer
Path loss prediction is a crucial task for the planning of networks in modern mobile
communication systems. Learning machine-based models seem to be a valid alternative to …

[HTML][HTML] Path loss prediction based on machine learning: Principle, method, and data expansion

Y Zhang, J Wen, G Yang, Z He, J Wang - Applied Sciences, 2019 - mdpi.com
Path loss prediction is of great significance for the performance optimization of wireless
networks. With the development and deployment of the fifth-generation (5G) mobile …

Mobile radio propagation path loss prediction using artificial neural networks with optimal input information for urban environments

SP Sotiroudis, K Siakavara - AEU-International Journal of Electronics and …, 2015 - Elsevier
The propagation of radio waves in a built-up area is of great importance for the design of a
mobile communication network and the Path Loss (PL) of the transmitted power is one of the …

[PDF][PDF] A neural network approach to the prediction of the propagation path-loss for mobile communications systems in urban environments

SP Sotiroudis, K Siakavara, JN Sahalos - Piers Online, 2007 - academia.edu
This paper presents an alternative procedure for the prediction of propagation path loss in
urban environments. It is based on Neural Network (NN) algorithms and uses the detailed …

Propagation path loss models for mobile communication

L Klozar, J Prokopec - Proceedings of 21st International …, 2011 - ieeexplore.ieee.org
Signal propagation and path losses are the key elements of wireless network design. This
paper describes tuning process of empirical propagation path loss models for typical …

[HTML][HTML] Path loss prediction in Tropical regions using machine learning techniques: A case study

OJ Famoriji, T Shongwe - Electronics, 2022 - mdpi.com
In optimization of wireless networks, path loss prediction is of great importance for adequate
planning and budgeting in wireless communications. For efficient and reliable …

Comparison of ANN based models for path loss prediction in indoor environment

I Popescu, D Nikitopoulos… - IEEE Vehicular …, 2006 - ieeexplore.ieee.org
This work presents the results of the studies concerning the application of the neural
networks to the propagation path loss prediction in indoor environment. The proposed …

[HTML][HTML] ANN-based model for multiband path loss prediction in built-up environments

N Faruk, QR Adebowale, IFY Olayinka, KS Adewole… - Scientific African, 2022 - Elsevier
Path loss propagation models are critically needed for optimum planning and deployment of
wireless communication networks. However, the complexity exhibited by the propagated …