Advancements of data anomaly detection research in wireless sensor networks: a survey and open issues

MA Rassam, A Zainal, MA Maarof - Sensors, 2013 - mdpi.com
Wireless Sensor Networks (WSNs) are important and necessary platforms for the future as
the concept “Internet of Things” has emerged lately. They are used for monitoring, tracking …

Anomaly detection in wireless sensor networks: A survey

M Xie, S Han, B Tian, S Parvin - Journal of Network and computer …, 2011 - Elsevier
Since security threats to WSNs are increasingly being diversified and deliberate, prevention-
based techniques alone can no longer provide WSNs with adequate security. However …

An efficient distributed anomaly detection model for wireless sensor networks

MA Rassam, A Zainal, MA Maarof - AASRI Procedia, 2013 - Elsevier
Wireless sensor networks (WSNs) are important platforms for collecting environmental data
and monitoring phenomena. Anomalies caused by hardware and software errors, unusual …

A lightweight anomaly detection method based on SVDD for wireless sensor networks

Y Chen, S Li - Wireless Personal Communications, 2019 - Springer
Limited resources and harsh deployment environments may cause raw observations
collected by sensor nodes to have poor data quality and reliability, which will influence the …

Anomaly detection in wireless sensor networks

S Rajasegarar, C Leckie… - IEEE Wireless …, 2008 - ieeexplore.ieee.org
Anomaly detection in wireless sensor networks is an important challenge for tasks such as
fault diagnosis, intrusion detection, and monitoring applications. The algorithms developed …

Anomaly detection in wireless sensor networks in a non-stationary environment

C O'Reilly, A Gluhak, MA Imran… - … Surveys & Tutorials, 2014 - ieeexplore.ieee.org
Anomaly detection in a WSN is an important aspect of data analysis in order to identify data
items that significantly differ from normal data. A characteristic of the data generated by a …

Adaptive and online data anomaly detection for wireless sensor systems

MA Rassam, MA Maarof, A Zainal - Knowledge-Based Systems, 2014 - Elsevier
Wireless sensor networks (WSNs) are increasingly used as platforms for collecting data from
unattended environments and monitoring important events in phenomena. However, sensor …

Lightweight anomaly detection for wireless sensor networks

P Cheng, M Zhu - International Journal of Distributed Sensor …, 2015 - journals.sagepub.com
Anomaly detection in wireless sensor networks (WSNs) is critical to ensure the quality of
senor data, secure monitoring, and reliable detection of interesting and critical events. The …

A hierarchical framework using approximated local outlier factor for efficient anomaly detection

L Xu, YR Yeh, YJ Lee, J Li - Procedia Computer Science, 2013 - Elsevier
Anomaly detection aims to identify rare events that deviate remarkably from existing data. To
satisfy real-world appli-cations, various anomaly detection technologies have been …

Wireless sensor network anomalies: Diagnosis and detection strategies

R Jurdak, XR Wang, O Obst, P Valencia - Intelligence-Based Systems …, 2011 - Springer
Abstract Wireless Sensor Networks (WSNs) can experience problems (anomalies) during
deployment, due to dynamic environmental factors or node hardware and software failures …