A low-latency fog-based framework to secure IoT applications using collaborative federated learning

Z Abou El Houda, L Khoukhi… - 2022 IEEE 47th …, 2022 - ieeexplore.ieee.org
Attacks against the IoT network are increasing rapidly, leading to an exponential growth in
the number of unsecured IoT devices. Existing security mechanisms are facing several …

Privacy-preserving and poisoning-defending federated learning in fog computing

Y Li, S Zhang, Y Chang, G Xu… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Federated learning (FL) has been widely applied in Internet of Things (IoT). However, two
security problems hinder the proliferation of FL in practical IoT, ie, privacy leakage and …

FogFL: Fog-assisted federated learning for resource-constrained IoT devices

R Saha, S Misra, PK Deb - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
In this article, we propose a fog-enabled federated learning framework-FogFL-to facilitate
distributed learning for delay-sensitive applications in resource-constrained IoT …

A mec-based architecture to secure iot applications using federated deep learning

Z Abou El Houda, B Brik, A Ksentini… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Internet of Things (IoT) is a promising paradigm that is considered as major enabler of smart
cities. However, with the emergence of IoT botnets, the number of unsecured IoT devices is …

P2ADF: a privacy-preserving attack detection framework in fog-IoT environment

J Kaur, A Agrawal, RA Khan - International Journal of Information Security, 2023 - Springer
In recent years, the Internet of Things (IoT) has gained much popularity, increasing the flow
of sensitive user data across the web. In addition, the adoption of fog and edge technologies …

Enhancing cyber security in IoT systems using FL-based IDS with differential privacy

Z Anastasakis, K Psychogyios… - 2022 Global …, 2022 - ieeexplore.ieee.org
Nowadays, IoT networks and devices exist in our everyday life, capturing and carrying
unlimited data. However, increasing penetration of connected systems and devices implies …

Securing iot-empowered fog computing systems: machine learning perspective

TA Ahanger, U Tariq, A Ibrahim, I Ullah, Y Bouteraa… - Mathematics, 2022 - mdpi.com
The Internet of Things (IoT) is an interconnected network of computing nodes that can send
and receive data without human participation. Software and communication technology …

A Deep Intelligent Attack Detection Framework for Fog‐Based IoT Systems

SPK Gudla, SK Bhoi, SR Nayak… - Computational …, 2022 - Wiley Online Library
Fog computing provides a multitude of end‐based IoT system services. End IoT devices
exchange information with fog nodes and the cloud to handle client undertakings. During the …

Intelligent Edge Computing for IoT: Enhancing Security and Privacy.

L Osman, O Taiwo, A Elashry… - Journal of Intelligent …, 2023 - search.ebscohost.com
Edge computing is a distributed computing paradigm that involves processing data at or
near the edge of the internet of things (IoT) network, instead of centralized server. This …

FOCUS: A fog computing-based security system for the Internet of Things

S Alharbi, P Rodriguez, R Maharaja… - 2018 15th IEEE …, 2018 - ieeexplore.ieee.org
As the Internet of Things (IoT) continues to grow, there arises concerns and challenges with
regard to the security and privacy of the IoT. Cyber attacks such as man-in-the-middle and …