S-ADS: spectrogram image-based anomaly detection system for IoT networks

Z Ahmad, AS Khan, S Aqeel, AA Julaihi… - 2022 Applied …, 2022 - ieeexplore.ieee.org
The Internet of things (IoT) is the smart concept of connecting devices equipped with various
sensors, actuators, memory, computational and communicational capabilities using the …

MS‐ADS: multistage spectrogram image‐based anomaly detection system for IoT security

Z Ahmad, AS Khan, K Zen… - Transactions on Emerging …, 2023 - Wiley Online Library
The innovative computing idea of Internet‐of‐Things (IoT) architecture has gained
tremendous popularity over the last decade, resulting in an exponential increase in the …

A spectrogram image-based network anomaly detection system using deep convolutional neural network

AS Khan, Z Ahmad, J Abdullah, F Ahmad - IEEE access, 2021 - ieeexplore.ieee.org
The dynamics of computer networks have changed rapidly over the past few years due to a
tremendous increase in the volume of the connected devices and the corresponding …

[HTML][HTML] Anomaly-based intrusion detection system for IoT application

M Bhavsar, K Roy, J Kelly, O Olusola - Discover Internet of things, 2023 - Springer
Abstract Internet-of-Things (IoT) connects various physical objects through the Internet and it
has a wide application, such as in transportation, military, healthcare, agriculture, and many …

[HTML][HTML] 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
The revolutionary idea of the internet of things (IoT) architecture has gained enormous
popularity over the last decade, resulting in an exponential growth in the IoT networks …

[HTML][HTML] Unleashing the power of Bat optimized CNN-BiLSTM model for advanced network anomaly detection: Enhancing security and performance in IoT …

F Antonius, JC Sekhar, VS Rao, R Pradhan… - Alexandria Engineering …, 2023 - Elsevier
Abstract The growth of IoT (Internet of Things) devices has revolutionized several industries
and brought about novel security threats. Recognizing network anomalies that may point to …

Efficient approach for anomaly detection in internet of things traffic using deep learning

SI Imtiaz, LA Khan, AS Almadhor… - Wireless …, 2022 - Wiley Online Library
The network intrusion detection system (NIDs) is a significant research milestone in
information security. NIDs can scan and analyze the network to detect an attack or anomaly …

Anomaly detection using deep learning approach for IoT smart city applications

S Shibu, S Kirubakaran, KP Remamany… - Multimedia Tools and …, 2024 - Springer
With the advancements of IoT devices, many smart applications start to rule this era. In
particular, smart cities has been adapted and realized by many countries around the world …

Improvement of Anomaly Detection System in the IoT Networks using CNN-LSTM Approach

H Benaddi, M Jouhari, K Ibrahimi… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
In the last few years, there has been a massive increase in Internet of Things (IoT) devices
and the data generated from these appliances. Devices involved in IoT networks can be …

DL-ADS: Improved Grey Wolf Optimization Enabled AE-LSTM Technique for Efficient Network Anomaly Detection in Internet of Thing Edge computing

J Manokaran, G Vairavel - IEEE Access, 2024 - ieeexplore.ieee.org
The Internet of Things (IoT) technology has begun to proliferate in recent years, which
simultaneously increases the number of attacks. Owing to the massive volume and multi …