Anomaly detection in wireless sensor networks: A survey

M **e, 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 …

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 …

Intrusion detection in cyber-physical systems: Techniques and challenges

S Han, M **e, HH Chen, Y Ling - IEEE systems journal, 2014 - ieeexplore.ieee.org
Cyber-physical systems (CPSs) integrate the computation with physical processes.
Embedded computers and networks monitor and control the physical processes, usually …

Outlier detection approaches for wireless sensor networks: A survey

A Ayadi, O Ghorbel, AM Obeid, M Abid - Computer Networks, 2017 - Elsevier
Over the past few years, wireless sensor networks have gained significant attention. They
have been distributed in the real world in order to collect valuable raw sensed data. Due to …

Denial of service defence for resource availability in wireless sensor networks

OA Osanaiye, AS Alfa, GP Hancke - IEEE Access, 2018 - ieeexplore.ieee.org
Wireless sensor networks (WSN) over the years have become one of the most promising
networking solutions with exciting new applications for the near future. Its deployment has …

[HTML][HTML] Sensor anomaly detection in wireless sensor networks for healthcare

SA Haque, M Rahman, SM Aziz - Sensors, 2015 - mdpi.com
Wireless Sensor Networks (WSN) are vulnerable to various sensor faults and faulty
measurements. This vulnerability hinders efficient and timely response in various WSN …

ADF: An anomaly detection framework for large-scale PM2. 5 sensing systems

LJ Chen, YH Ho, HH Hsieh, ST Huang… - IEEE Internet of …, 2017 - ieeexplore.ieee.org
As the population density continues to grow in the urban settings, air quality is degrading
and becoming a serious issue. Air pollution, especially fine particulate matter (PM2. 5), has …

Labelled data collection for anomaly detection in wireless sensor networks

S Suthaharan, M Alzahrani… - … sensor networks and …, 2010 - ieeexplore.ieee.org
Security of wireless sensor networks (WSN) is an important research area in computer and
communications sciences. Anomaly detection is a key challenge in ensuring the security of …

Centered hyperspherical and hyperellipsoidal one-class support vector machines for anomaly detection in sensor networks

S Rajasegarar, C Leckie, JC Bezdek… - IEEE Transactions …, 2010 - ieeexplore.ieee.org
Anomaly detection in wireless sensor networks is an important challenge for tasks such as
intrusion detection and monitoring applications. This paper proposes two approaches to …

IBLEACH: intra-balanced LEACH protocol for wireless sensor networks

A Salim, W Osamy, AM Khedr - Wireless networks, 2014 - Springer
Wireless sensor networks (WSNs) are composed of many low cost, low power devices with
sensing, local processing and wireless communication capabilities. Recent advances in …