From 4G to 5G: Self-organized network management meets machine learning

J Moysen, L Giupponi - Computer Communications, 2018 - Elsevier
Self-organization as applied to cellular networks is usually referred to Selforganizing
Networks (SONs), and it is a key driver for improving Operations, Administration, and …

Virtual speed test: an ap tool for passive analysis of wireless lans

P Nayak, EW Knightly - Computer Communications, 2022 - Elsevier
Internet speed tests assess end-to-end network performance by measuring throughput for
10's of MB of TCP uploads and downloads. While such tests provide valuable insights into …

Ap-side WLAN Analytics

P Nayak - 2019 - search.proquest.com
Monitoring the network performance experienced by the end user is crucial for managers of
wireless networks as it can enable them to remotely modify the network parameters to …

HTNet: Dynamic WLAN Performance Prediction using Heterogenous Temporal GNN

H Zhou, R Kannan, A Swami… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
Predicting the throughput of WLAN deployments is a classic problem that occurs in the
design of robust and high performance WLAN systems. However, due to the increasingly …

Estimating downlink throughput from end-user measurements in mobile broadband networks

K Kousias, Ö Alay, A Argyriou, A Lutu… - 2019 IEEE 20th …, 2019 - ieeexplore.ieee.org
In recent years, Downlink (DL) throughput estimation in Mobile Broadband (MBB) networks
has gained immense popularity and it is expected to become a vital component of the …

Large scale “speedtest” experimentation in mobile broadband networks

C Midoglu, K Kousias, Ö Alay, A Lutu, A Argyriou… - Computer Networks, 2021 - Elsevier
Characterizing and evaluating the performance of Mobile Broadband (MBB) networks is a
vital need for today's societies. Testbed-based measurements are of great significance in …

[HTML][HTML] A federated learning approach to QoS forecasting in cellular vehicular communications: Approaches and empirical evidence

N Baganal-Krishna, R Lübben, E Liotou, KV Katsaros… - Computer Networks, 2024 - Elsevier
QoS forecasting for cellular vehicular communications allows cooperative, connected and
automated mobility applications to tailor their behavior to the expected communication …

Scan power reduction through test data transition frequency analysis

O Sinanoglu, I Bayraktaroglu… - Proceedings …, 2002 - ieeexplore.ieee.org
Significant reductions in test application times can be achieved through parallelizing core
tests; however, simultaneous test of various cores may result in exceeding power thresholds …

A cooperative neural network approach for enhancing data traffic prediction

SA Abdulkarim, IA Lawal - Turkish Journal of Electrical …, 2017 - journals.tubitak.gov.tr
This paper addresses the problem of learning a regression model for the prediction of data
traffic in a cellular network. We proposed a cooperative learning strategy that involves two …

Predicting QoS in LTE HetNets based on location-independent UE measurements

J Moysen, L Giupponi, N Baldo… - 2015 IEEE 20th …, 2015 - ieeexplore.ieee.org
This paper aims to find patterns of knowledge from physical layer data coming from
Heterogeneous Long Term Evolution (LTE) networks. We discuss how the collected data is …