A survey of outlier detection techniques in IoT: Review and classification

MA Samara, I Bennis, A Abouaissa… - Journal of Sensor and …, 2022 - mdpi.com
The Internet of Things (IoT) is a fact today where a high number of nodes are used for
various applications. From small home networks to large-scale networks, the aim is the …

A systematic literature review on outlier detection in wireless sensor networks

M Safaei, S Asadi, M Driss, W Boulila, A Alsaeedi… - Symmetry, 2020 - mdpi.com
A wireless sensor network (WSN) is defined as a set of spatially distributed and
interconnected sensor nodes. WSNs allow one to monitor and recognize environmental …

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 …

LoRa-based medical IoT system architecture and testbed

AMC Drăgulinescu, AF Manea, O Fratu… - Wireless Personal …, 2020 - Springer
Abstract Medical IoT (MIoT) or Internet of Medical Things is a new concept aimed to improve
e-health services using interconnected medical devices. Medical applications are classified …

An Anomaly Detection Method for Wireless Sensor Networks Based on the Improved Isolation Forest

J Chen, J Zhang, R Qian, J Yuan, Y Ren - Applied Sciences, 2023 - mdpi.com
With the continuous development of technologies such as the Internet of Things (IoT) and
cloud computing, sensors collect and store large amounts of sensory data, realizing real …

A high‐performance IoT solution to reduce frost damages in stone fruits

MA Guillén‐Navarro… - Concurrency and …, 2021 - Wiley Online Library
Agriculture is one of the key sectors where technology is opening new opportunities to break
up the market. The Internet of Things (IoT) could reduce the production costs and increase …

[PDF][PDF] 一种新的无线传感器网络中异常节点检测定位算法

蒋俊正, 杨杰, 欧阳缮 - 电子与信息学报, 2018 - jeit.ac.cn
无线传感器网络中异常节点检测是确保网络数据准确性和可靠性的关键步骤.
基于图信号处理理论, 该文提出了一种新的无线传感器网络异常节点检测定位算法 …

Online distributed distance-based outlier clearance approaches for wireless sensor networks

T Dai, Z Ding - Pervasive and Mobile Computing, 2020 - Elsevier
One key challenge for sensor networks is to provide the real-time high reliable sensor
measurements with the minimum resource consumption. Outlier clearance in sensor …

Anomaly detection frameworks for outlier and pattern anomaly of time series in wireless sensor networks

C Gao, Y Chen, Z Wang, H Xia… - … on Networking and …, 2020 - ieeexplore.ieee.org
As a major form of data, the collection and analysis of time series have been widely used in
many fields. In practice, wireless sensor network is a popular mechanism for data collection …

[PDF][PDF] Outlier detection technique for wireless sensor network using GAN with Autoencoder to increase the network lifetime

B Sarangi, B Tripathy - International Journal of Computer Network …, 2023 - researchgate.net
In wireless sensor networks (WSN), sensor nodes are expected to operate autonomously in
a human inaccessible and the hostile environment for which the sensor nodes and …