Prediction of Optimal Locations for 5G Base Stations in Urban Environments Using Neural Networks and Satellite Image Analysis

I García-Aguilar, J Galeano-Brajones… - … Work-Conference on …, 2024 - Springer
Deploying 5G networks in urban areas is crucial for meeting the increasing demand for high-
speed, low-latency wireless communications. However, the complex topography and …

[HTML][HTML] Fully automated segmentation of 2D and 3D mobile mapping data for reliable modeling of surface structures using deep learning

A Reiterer, K Wäschle, D Störk, A Leydecker, N Gitzen - Remote sensing, 2020 - mdpi.com
Maintenance and expansion of transport and communications infrastructure requires
ongoing construction work on a large scale. To plan and execute these in the best possible …

Multi-Objective Deep Reinforcement Learning for 5G Base Station Placement to Support Localisation for Future Sustainable Traffic

A Al-Tahmeesschi, J Talvitie, M López-Benítez… - arXiv preprint arXiv …, 2024 - arxiv.org
Millimeter-wave (mmWave) is a key enabler for next-generation transportation systems.
However, in an urban city scenario, mmWave is highly susceptible to blockages and …

Enhancing 5G Fixed Wireless Access in Rural Settings via Machine Learning-Driven Resource Optimization

M Amini - 2024 - researchrepository.wvu.edu
Providing broadband access to rural communities continues to be an important societal
problem whose solution would help to break down the digital divide. While 5G wireless …

[HTML][HTML] Automated school location mapping at scale from satellite imagery based on deep learning

I Maduako, Z Yi, N Zurutuza, S Arora, C Fabian… - Remote Sensing, 2022 - mdpi.com
Computer vision for large scale building detection can be very challenging in many
environments and settings even with recent advances in deep learning technologies. Even …

Optimizing the ultra-dense 5G base stations in urban outdoor areas: Coupling GIS and heuristic optimization

Q Wang, X Zhao, Z Lv, X Ma, R Zhang, Y Lin - Sustainable Cities and …, 2020 - Elsevier
Due to the high propagation loss and blockage-sensitive characteristics of millimeter waves
(mmWaves), constructing fifth-generation (5G) cellular networks involves deploying ultra …

[HTML][HTML] Positioning in 5G and 6G networks—A survey

F Mogyorósi, P Revisnyei, A Pašić, Z Papp, I Törös… - Sensors, 2022 - mdpi.com
Determining the position of ourselves or our assets has always been important to humans.
Technology has helped us, from sextants to outdoor global positioning systems, but real …

Positioning as service for 5g iot networks

B El Boudani, L Kanaris, A Kokkinis… - 2021 Telecoms …, 2021 - ieeexplore.ieee.org
Big Data and Artificial Intelligence are new technologies to improve indoor localization. It
focuses on the use of machine learning probabilistic algorithms to extract, model and …

[HTML][HTML] 5G positioning using machine learning

M Malmström - 2018 - diva-portal.org
Positioning is recognized as an important feature of fifth generation (5g) cellular networks
due to the massive number of commercial use cases that would benefit from access to …

[PDF][PDF] Automated Private 5G Network Planning for Professional Industries

M Geis, C Bektas, S Böcker, C Wietfeld - 2024 - cni.etit.tu-dortmund.de
Wireless 5G connectivity in private operation is rapidly evolving into a necessity component
for business-critical services within professional industries, such as those related to …