A Link-Quality Anomaly Detection Framework for Software-Defined Wireless Mesh Networks

S Skaperas, L Mamatas… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Software-defined wireless mesh networks are being increasingly deployed in diverse
settings, such as smart cities and public Wi-Fi access infrastructures. The signal propagation …

Real-time detection of traffic anomalies in wireless mesh networks

ZR Zaidi, S Hakami, B Landfeldt, T Moors - Wireless Networks, 2010 - Springer
Anomaly detection is emerging as a necessary component as wireless networks gain
popularity. Anomaly detection has been addressed broadly in wired networks and powerful …

Machine Vision Based Wireless Link Layer Anomaly Characterization

V Jovanov, B Bertalanic, C Fortuna - … of the 1st International Workshop on …, 2023 - dl.acm.org
As the number of wireless end and edge devices increases, so does the volume of data to
be monitored in view of predicting or detecting malfunctions. Furthermore, as the networks …

A Big Data and machine learning approach for network monitoring and security

L Maccari, A Passerini - Security and Privacy, 2019 - Wiley Online Library
In the last decade the performances of 802.11 (Wi‐Fi) devices skyrocketed. Today it is
possible to realize gigabit wireless links spanning across kilometers at a fraction of the cost …

On accurate and asymmetry-aware measurement of link quality in wireless mesh networks

KH Kim, KG Shin - IEEE/ACM Transactions on Networking, 2009 - ieeexplore.ieee.org
This paper presents a highly efficient and accurate link-quality measurement framework,
called efficient and accurate link-quality monitor (EAR), for multihop wireless mesh networks …

RADAR: A reputation-driven anomaly detection system for wireless mesh networks

Z Zhang, PH Ho, F Naït-Abdesselam - Wireless Networks, 2010 - Springer
As one of the backup measures of intrusion prevention techniques, intrusion detection plays
a paramount role in the second defense line of computer networks. Intrusion detection in …

Detection and identification of anomalies in wireless mesh networks using Principal Component Analysis (PCA)

ZR Zaidi, S Hakami, T Moors… - Journal of Interconnection …, 2009 - World Scientific
Anomaly detection is becoming a powerful and necessary component as wireless networks
gain popularity. In this paper, we evaluate the efficacy of PCA based anomaly detection for …

On accurate measurement of link quality in multi-hop wireless mesh networks

KH Kim, KG Shin - Proceedings of the 12th annual international …, 2006 - dl.acm.org
This paper presents a highly efficient and accurate link-quality measurement framework,
called EAR (Efficient and Accurate link-quality monito R), for multi-hop wireless mesh …

[HTML][HTML] Dataset for anomaly detection in a production wireless mesh community network

L Cerdà-Alabern, G Iuhasz - Data in brief, 2023 - Elsevier
Wireless community networks, WCN, have proliferated around the world. Cheap off-the-shelf
WiFi devices have enabled this new network paradigm where users build their own network …

GNN for Wireless Link Anomaly Detection

B Bertalanič, M Mohorčič… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
In this paper, we present a new approach for detecting wireless link layer anomalies in large-
scale IoT networks based on graph neural networks (GNN). We propose a method that …