Anomaly detection in aging industrial internet of things

B Genge, P Haller, C Enăchescu - IEEE Access, 2019 - ieeexplore.ieee.org
… • We formulate a paradigm shift in terms of developing anomaly detection systems for IIoT
by adding aging as a key process parameter. • We develop an efficient anomaly detection

[PDF][PDF] Anomaly Detection for Industrial Internet of Things Cyberattacks.

R Alanazi, A Aljuhani - Computer Systems Science & …, 2023 - cdn.techscience.cn
… We illustrate the three phases of the proposed anomaly detection system in the following …
detection performance, and reducing prediction time. Our proposed anomaly detection employs …

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., …

[HTML][HTML] Anomaly classification in industrial internet of things: a review

M Rodríguez, DP Tobón, D Múnera - Intelligent Systems with Applications, 2023 - Elsevier
… In this section, we describe different review papers on anomaly detection in industrial
environments found in the literature as shown in Table 1. De et al. (2022) review deep generative …

Identification of malicious activities in industrial internet of things based on deep learning models

ALH Muna, N Moustafa, E Sitnikova - Journal of information security and …, 2018 - Elsevier
… In order to address this challenge, this paper proposes an anomaly detection technique for
IICSs based on deep learning models that can learn and validate using information collected …

Anomaly events classification and detection system in critical industrial internet of things infrastructure using machine learning algorithms

GEI Selim, EZZED Hemdan, AM Shehata… - Multimedia Tools and …, 2021 - Springer
… on classification methods is performed for anomaly detection over IIoT systems specifically
in water … and detection of intrusions and attacks will help system administrators and industrial

Anomaly Detection Framework in Fog-to-Things Communication for Industrial Internet of Things.

T Alatawi, A Aljuhani - Computers, Materials & Continua, 2022 - search.ebscohost.com
… In the classification stage, anomaly-based ensemble … model, we evaluate our anomaly
detection approach on a new … that our proposed anomaly detection method achieved a higher …

Hierarchical edge computing: A novel multi-source multi-dimensional data anomaly detection scheme for industrial Internet of Things

Y Peng, A Tan, J Wu, Y Bi - IEEE Access, 2019 - ieeexplore.ieee.org
… of industrial field data and proposes an anomaly detection … This method can effectively
realize data anomaly detection in … anomaly detection and multisource data anomaly detection. …

Digital twins for anomaly detection in the industrial internet of things: Conceptual architecture and proof-of-concept

A De Benedictis, F Flammini… - … on Industrial …, 2023 - ieeexplore.ieee.org
anomalies. In this article, we introduce a conceptual architecture for IIoT anomaly detection
… test it through a proof-of-concept of industrial relevance. The architecture is derived from the …

Sensors anomaly detection of industrial internet of things based on isolated forest algorithm and data compression

D Liu, H Zhen, D Kong, X Chen, L Zhang… - Scientific …, 2021 - Wiley Online Library
… methods focus on the abnormal recognition of single dimension periodic or simple pattern
… degradation of anomaly detection methods. Although various anomaly detection methods …