System modeling and performance evaluation of predictive QoS for future tele-operated driving

H Schippers, C Schüler, B Sliwa… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Future Tele-operated Driving (ToD) applications place challenging Quality of Service (QoS)
demands on existing mobile communication networks that are highly important to comply …

A deep learning approach for distributed qos prediction in beyond 5G networks

L Magoula, N Koursioumpas… - 2022 IEEE 33rd …, 2022 - ieeexplore.ieee.org
Beyond 5G networks bring a new era in system automation, by introducing new and
demanding, in terms of Quality of Service (QoS), use cases and applications. Predicting the …

Predictive quality of service in cellular networks: Challenges, framework, and application in vehicular communications

R Blasco, GC Ferrante, C Watermann… - IEEE Communications …, 2023 - ieeexplore.ieee.org
Predictive quality of service will allow next-generation cellular networks to improve the
management of the existing services and support more demanding use cases. In this article …

Toward an AI-Enabled Connected Industry: AGV Communication and Sensor Measurement Datasets

R Hernangómez, A Palaios… - IEEE …, 2024 - ieeexplore.ieee.org
This article presents two wireless measurement campaigns in industrial testbeds: industrial
vehicle-to-vehicle (iV2V) and industrial vehicle-to-in-frastructure plus sensor (iV21+), with …

Machine Learning for QoS Prediction in Vehicular Communication: Challenges and Solution Approaches

A Palaios, CL Vielhaus, DF Külzer, C Watermann… - IEEE …, 2023 - ieeexplore.ieee.org
As cellular networks evolve towards the 6th generation, machine learning is seen as a key
enabling technology to improve the capabilities of the network. Machine learning provides a …

DISTINQT: A Distributed Privacy Aware Learning Framework for QoS Prediction for Future Mobile and Wireless Networks

N Koursioumpas, L Magoula, I Stavrakakis… - arXiv preprint arXiv …, 2024 - arxiv.org
Beyond 5G and 6G networks are expected to support new and challenging use cases and
applications that depend on a certain level of Quality of Service (QoS) to operate smoothly …

5G QoS Prediction and Application Offloading

N Marchenko, J Ali-Tolppa, ODR Cantor… - … Wireless 2022; 27th …, 2022 - ieeexplore.ieee.org
Network QoS prediction enables campus networks to provide notifications about predicted
dynamic QoS changes to the network as well as to interested services or applications, which …

QoS prediction in radio vehicular environments via prior user information

NU Ain, R Hernangómez, A Palaios… - arXiv preprint arXiv …, 2024 - arxiv.org
Reliable wireless communications play an important role in the automotive industry as it
helps to enhance current use cases and enable new ones such as connected autonomous …

远程遥控驾驶场景下基于网络信息开放的QoS 预测

贾宇航, 雷艺学, 张翼鹏, 张云飞 - 电信科学, 2023 - infocomm-journal.com
5G 系统的飞速发展支持许多车联网用例对服务质量(quality of service, QoS) 的苛刻要求.
但网络和应用的适配仍然存在很多问题. 网络信息开放是一种潜在的解决方案 …

Estimating Link Capacity with Uncertainty Bounds in Cellular Networks

CL Vielhaus, O Lhamo, JVS Busch… - … Sea Conference on …, 2023 - ieeexplore.ieee.org
Machine learning (ML) equips next-generation networks with anticipatory capabilities. End-
to-end predictive Quality of Service (pQoS) leverages ML models to estimate QoS indicators …