Two-Phase Dual-Adversarial Agents With Multivariate Information for Unsupervised Anomaly Detection of IIoT-Edge Devices
Y Chang, J Chen, R Su, J Xie… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
… group data anomaly detection on the multivariate time-series of IIoT systems; 2) How to get
… with multivariate information for fast and accurate AD of complex devices at IIoT-dege. Unlike …
… with multivariate information for fast and accurate AD of complex devices at IIoT-dege. Unlike …
Edge intelligence for data handling and predictive maintenance in IIOT
… In [44], the authors proposed an energy-efficient approach for compressing multivariate
time-… The second challenge can be addressed by exploiting the network information such as …
time-… The second challenge can be addressed by exploiting the network information such as …
Analysis of multi-dimensional Industrial IoT (IIoT) data in Edge-Fog-Cloud based architectural frameworks: A survey on current state and research challenges
… IIoT data further improves the value of IIoT. Though some research articles are available
focused on the Edge… the detailed analysis on multi-dimensional IIoT data is not discussed or well…
focused on the Edge… the detailed analysis on multi-dimensional IIoT data is not discussed or well…
Multivariate Data Acquisition Strategy by Employing Signal Processing on Graph in Edge Computing Based Industrial Internet of Things
L Yang, Y Zhang, C Bai, H Xu, G Wang… - 2024 7th International …, 2024 - ieeexplore.ieee.org
… Edge Computing based Industrial Internet of Things (ECIIoT) … in the information industry,
which consists of edge computing … Due to the bottleneck on data transmission rang, edge …
which consists of edge computing … Due to the bottleneck on data transmission rang, edge …
Anomaly detection based on multidimensional data processing for protecting vital devices in 6G-enabled massive IIoT
… the heterogeneous information collected by the IIoT devices to a specified edge server for
… Tang, “Multivariate abnormal detection for industrial control systems using 1D CNN and …
… Tang, “Multivariate abnormal detection for industrial control systems using 1D CNN and …
Efficient Edge Data Management Framework for IIoT via Prediction-Based Data Reduction
L Yang, Y Liao, X Cheng, M Xia… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… analysis at the edge in the end-edge-cloud Industrial Internet of Things (IIoT) architecture. …
main challenges in edge data management due to the limited storage resource of edge nodes. …
main challenges in edge data management due to the limited storage resource of edge nodes. …
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
… Industrial Internet of Things (IIoT) can be employed to sense … scheme based on hierarchical
edge computing model is … to the network through information sensing devices and com…
edge computing model is … to the network through information sensing devices and com…
Real-time deep anomaly detection framework for multivariate time-series data in industrial iot
H Nizam, S Zafar, Z Lv, F Wang, X Hu - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
… of large-scale edge devices in the IIoT paradigm has laid a variety of new edge-based …
Highly important and useful information can be excerpted from the large volume of sensor …
Highly important and useful information can be excerpted from the large volume of sensor …
Dyedgegat: Dynamic edge via graph attention for early fault detection in iiot systems
… Next, we review methods for multivariate time series graph construction and … in IIoT systems,
leveraging a new graph convolution called influence propagation to simulate the information …
leveraging a new graph convolution called influence propagation to simulate the information …
Unified stationary and nonstationary data representation for process monitoring in IIoT
K Huang, L Zhang, C Yang, W Gui… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… the industry process reliably based on IIoT is a significant yet … the framework of IIoT: signal
processing, multivariate statistics, … The information layer is the core of the IIoT, which analyzes …
processing, multivariate statistics, … The information layer is the core of the IIoT, which analyzes …