A deep neural network-based multi-frequency path loss prediction model from 0.8 GHz to 70 GHz

C Nguyen, AA Cheema - Sensors, 2021 - mdpi.com
Large-scale fading models play an important role in estimating radio coverage, optimizing
base station deployments and characterizing the radio environment to quantify the …

Data-driven analysis of outdoor-to-indoor propagation for 5G mid-band operational networks

U Ali, G Caso, L De Nardis, K Kousias, M Rajiullah… - Future Internet, 2022 - mdpi.com
The successful rollout of fifth-generation (5G) networks requires a full understanding of the
behavior of the propagation channel, taking into account the signal formats and the …

Methodology for measuring the frequency dependence of multipath channels across the millimeter-wave spectrum

D Guven, BF Jamroz, J Chuang… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Millimeter-wave (mmWave) communications promise Gigabit/s data rates thanks to the
availability of large swaths of bandwidth between 10–100 GHz. Although cellular operators …

Machine learning classifier approach with gaussian process, ensemble boosted trees, SVM, and linear regression for 5g signal coverage mapping

A Gupta, K Ghanshala, RC Joshi - IJIMAI, 2021 - dialnet.unirioja.es
This article offers a thorough analysis of the machine learning classifiers approaches for the
collected Received Signal Strength Indicator (RSSI) samples which can be applied in …

Deep learning-based path loss model in urban environments using image-to-image translation

RT Juang - IEEE Transactions on Antennas and Propagation, 2022 - ieeexplore.ieee.org
Ray-tracing techniques offer accurate predictions on path loss but suffer from high
computational complexity. To have a fast and accurate path loss prediction, this article …

Explainable deep-learning-based path loss prediction from path profiles in urban environments

RT Juang - Applied Sciences, 2021 - mdpi.com
This paper applies a deep learning approach to model the mechanism of path loss based on
the path profile in urban propagation environments for 5G cellular communication systems …

Statistical tuning of cost 231 Hata model in deployed 1800mhz GSM networks for a rural environment

EL Omoze, FO Edeko - Nigerian Journal of Technology, 2020 - ajol.info
Radio propagation planning requires the use of propagation models in planning cell size as
well as frequency assignment. This paper presents a comparative study of path loss …

Optimization of 5G base station coverage based on self-adaptive mutation genetic algorithm

J Li, J Pang, X Fan - Computer Communications, 2024 - Elsevier
In communication network planning, a rational base station layout plays a crucial role in
improving communication speed, ensuring service quality, and reducing investment costs …

Assessment of 5g non-stand alone network deployment using 700 mhz for urban scenario

MI Nashiruddin, P Rahmawati… - 2022 10th International …, 2022 - ieeexplore.ieee.org
In Indonesia, the number of data service sub-scribers is predicted to skyrocket beginning in
2021, rendering the existing 4G cellular services ineffective. Furthermore, there is a …

Multi‐band millimetre wave indoor directional channel measurements and analysis for future wireless communication systems

A Al‐Jzari, S Salous - IET Microwaves, Antennas & Propagation, 2024 - Wiley Online Library
Single‐input single‐output (SISO) three‐dimensional (3D) wideband indoor directional
measurements collected in a factory environment and an office environment at 38 and 70 …