Anomaly detection using deep neural network for IoT architecture

Z Ahmad, A Shahid Khan, K Nisar, I Haider, R Hassan… - Applied Sciences, 2021 - mdpi.com
… and zero-day anomalies. This paper proposes an efficient anomaly detection mechanism
using mutual information (MI), considering a deep neural network (DNN) for an IoT network. A …

[HTML][HTML] IoT anomaly detection methods and applications: A survey

A Chatterjee, BS Ahmed - Internet of Things, 2022 - Elsevier
IoT anomaly detection has a wide range of applications … The literature on the subject of
anomaly detection in the IoT is … and an ensembler component with a high-level architecture. …

Anomaly detection in IoT networks: From architectures to machine learning transparency

A Huč, D Trček - IEEE Access, 2021 - ieeexplore.ieee.org
… Summing up, this paper presents a new approach to anomalies detection in IoT networks
as follows: • First, the general architecture reflects the networking reference models principles, …

[PDF][PDF] Attack and anomaly detection in iot networks using machine learning techniques: A review

SH Haji, SY Ameen - Asian J. Res. Comput. Sci, 2021 - researchgate.net
… To create a connection and extend IoT's services at each doorway, the IoT architecture is a
… layers of the IoT architecture [23,27]. A typical IoT architecture mainly comprises three layers: …

A systematic literature review of IoT time series anomaly detection solutions

A Sgueglia, A Di Sorbo, CA Visaggio… - Future Generation …, 2022 - Elsevier
… In particular, in IoT environments, anomaly detection very often … , we focus on the IoT time
series anomaly detection problem by … Standardization: standardization of IoT architecture and …

Deep learning-enabled anomaly detection for IoT systems

A Abusitta, GHS de Carvalho, OA Wahab, T Halabi… - Internet of Things, 2023 - Elsevier
… We compare our model with other state-of-the-art deep learning architectures for anomaly
detection: RBM, SAE, and SDAE. As can be seen in Fig. 11, our model yields increased …

Deep learning anomaly detection for cellular IoT with applications in smart logistics

M Savic, M Lukic, D Danilovic, Z Bodroski… - IEEE …, 2021 - ieeexplore.ieee.org
… In this work, we augment the CIoT architecture with anomaly detection capabilities at the
IoT devices (edge) and the mobile core network servers (fog). Before going to details, we first …

IoT healthcare analytics: The importance of anomaly detection

A Ukil, S Bandyoapdhyay, C Puri… - 2016 IEEE 30th …, 2016 - ieeexplore.ieee.org
IoT systems and services agnostic to underlying applications and sensors are still at infancy
[1]. In generalized view IoT analytics architecture… normally connects IoT platform through …

Design and implementation of a hybrid anomaly detection system for IoT

A Ayad, A Zamani, A Schmeink… - … on Internet of Things …, 2019 - ieeexplore.ieee.org
… hybrid anomaly detection system (ADS) for IoT. The proposed system utilizes cloud computing
to detect anomalies … This architecture allows the IoT devices to detect anomalies in a local …

Fog-empowered anomaly detection in IoT using hyperellipsoidal clustering

L Lyu, J Jin, S Rajasegarar, X He… - … Internet of Things …, 2017 - ieeexplore.ieee.org
… In this section, we first describe our tailored Centralized and Distributed anomaly
detection schemes to use with the Fog architecture, and then propose the Fog-Empowered …