Distributed internal anomaly detection system for Internet-of-Things

NK Thanigaivelan, E Nigussie, RK Kanth… - 2016 13th IEEE …, 2016 - ieeexplore.ieee.org
… Hence, we propose a distributed and scalable internal anomaly detection system in this
work. The detection system operation is integrated with RPL, which is a standard routing …

[PDF][PDF] A Survey of Anomaly Detection Approaches in Internet of Things.

M Behniafar, A Nowroozi, HR Shahriari - ISeCure, 2018 - sid.ir
… Systems identify anomalous behavior of the network and consequently detect possible …
anomaly detection approaches and systems specific to Internet of Things. For this purpose, …

Anomaly detection/prediction for the internet of things: State of the art and the future

XX Lin, P Lin, EH Yeh - IEEE Network, 2020 - ieeexplore.ieee.org
… In the following section, we illustrate a general environment for anomaly detection/… for
anomaly detection/prediction. Following that, we survey the existing solutions for anomaly detection

Ultra-lightweight deep packet anomaly detection for Internet of Things devices

DH Summerville, KM Zach… - 2015 IEEE 34th …, 2015 - ieeexplore.ieee.org
… Secondly, the anomaly detector proposed in this work is intended for protection of
resource-constrained devices, while the DARPA benchmarks represent traffic from general-purpose …

Analysis of anomaly detection method for Internet of things based on deep learning

W Ma - Transactions on Emerging Telecommunications …, 2020 - Wiley Online Library
anomaly detection model of deep learning cloud computing system in the future. In order to
improve the online serviceability of the Internet of things, … principle of anomaly detection in a …

Anomaly detection and monitoring in Internet of Things communication

D Stiawan, MY Idris, RF Malik… - 2016 8th …, 2016 - ieeexplore.ieee.org
… challenges in detecting anomaly and monitoring all … multi-platform monitoring and anomaly
detection system that supports … feature for the early anomaly detection of IoT communication. …

Analysis of machine learning techniques for anomaly detection in the internet of things

S Brady, D Magoni, J Murphy, H Assem… - 2018 IEEE Latin …, 2018 - ieeexplore.ieee.org
… ML has many uses in anomaly detection [4]. Among ML techniques, Artificial … of anomaly
detection [5]. The following algorithms, often used in classification tasks and anomaly detection

MAD-IoT: Memory anomaly detection for the Internet of Things

J Myers, L Babun, E Yao, S Helble… - 2019 IEEE Globecom …, 2019 - ieeexplore.ieee.org
… to use anomaly detection to detect previously … to detect zero-days exploits in IoT applications.
We propose the use of unsupervised machine learning approaches to infer anomalies in …

Anomaly detection for IoT time-series data: A survey

AA Cook, G Mısırlı, Z Fan - IEEE Internet of Things Journal, 2019 - ieeexplore.ieee.org
anomalies which may be encountered in an IoT system. The potential uses of anomaly detection
… which complicate the process of anomaly detection. Section V investigates the range of …

Graph neural networks for anomaly detection in industrial Internet of Things

Y Wu, HN Dai, H Tang - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
… networks (GNNs) for anomaly detection in IIoTenabled smart … In addition to the GNN-empowered
anomaly detection … real-time detection in iot environment,” IEEE Internet Things J., …