Smart anomaly detection in sensor systems: A multi-perspective review

L Erhan, M Ndubuaku, M Di Mauro, W Song, M Chen… - Information …, 2021 - Elsevier
Anomaly detection is concerned with identifying data … employed to detect anomalies in the
specific area of sensor systems, … context of developing a framework for anomaly detection and …

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
… One of the major challenges for such environmental sensing systems is ensuring the data …
anomaly detection framework (ADF) for large-scale, real-world environmental sensing systems

Exploring anomaly detection in systems of systems

T Zoppi, A Ceccarelli, A Bondavalli - Proceedings of the Symposium on …, 2017 - dl.acm.org
… targets of a monitoring and anomaly detection framework. Then we discuss these principles
… approach to design a monitoring and anomaly detection framework for SoSs aggregating i) …

Anomaly detection framework for wearables data: a perspective review on data concepts, data analysis algorithms and prospects

JS Sunny, CPK Patro, K Karnani, SC Pingle, F Lin… - Sensors, 2022 - mdpi.com
… Even though methods exist for anomaly detection, there are still some challenges in the …
to anomaly detection. The first hurdle in anomaly detection is in evaluating the anomalies and …

Online anomaly detection for sensor systems: A simple and efficient approach

Y Yao, A Sharma, L Golubchik, R Govindan - Performance Evaluation, 2010 - Elsevier
… In this work, we formulate the problem of anomaly detection in sensor systems as an instance
of the problem of … We now describe in detail our SSA-based anomaly detection framework. …

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
outlier detection, six categories of detection methods are elaborated. For pattern anomaly
detection… existing approaches to outlier detection and pattern anomaly detection for time series…

Wearable sensor-based behavioral anomaly detection in smart assisted living systems

C Zhu, W Sheng, M Liu - IEEE Transactions on automation …, 2015 - ieeexplore.ieee.org
… from wearable motion sensors and the associated locational context, this paper presents a
coherent anomaly detection framework to effectively detect different behavioral anomalies in …

A framework for anomaly detection and classification in Multiple IoT scenarios

F Cauteruccio, L Cinelli, E Corradini… - … Computer Systems, 2021 - Elsevier
framework that can make future investigations in this research field easier, coherent, and
uniform. Then, in the context of anomaly detection … Here, data coming from sensors and social …

READ-IoT: reliable event and anomaly detection framework for the Internet of Things

A Yahyaoui, T Abdellatif, S Yangui, R Attia - IEEE Access, 2021 - ieeexplore.ieee.org
… Meratnia, and PJM Havinga, ‘‘Distributed online outlier detection in wireless sensor
networks using ellipsoidal support vector machine,’’ Ad Hoc Netw., vol. 11, no. 3, pp. …

An anomaly detection framework for digital twin driven cyber-physical systems

C Gao, H Park, A Easwaran - … Conference on Cyber-Physical Systems, 2021 - dl.acm.org
… a flexible anomaly detection framework for monitoring anomalous … techniques that detect and
classify anomalous behaviours … work, their framework consists of sensor fault detection, and …