Enhancing Network Security in IoT Applications through DDoS Attack Detection Using ML

AM Salama, MAEA Mohamed… - Mansoura …, 2024 - mej.researchcommons.org
A significant issue that affects contemporary network infrastructures is the Distributed Denial
of Service (DDoS) attack, which presents serious dangers to organizations, people, and …

[PDF][PDF] IoT Network Environment based a Random Forest Model for DDOS Attack Detection

N Medasani, T Sambu - jcdronline.org
Abstract Software-Defined Networking (SDN) and Internet of Things (IoT) are the trends of
network evolution. SDN mainly focuses on the upper-level control and management of …

[PDF][PDF] A Deep Learning based approach for DDoS attack detection in IoT-enabled smart environments

UM Badamasi, S Khaliq, O Babalola… - … Journal of Computer …, 2020 - researchgate.net
This research contributes to enhance the security of smart environments such as Internet-of-
Things (IoT) network. IoT provides a big network to connect things around the world in …

Effective Detection of DDoS Attack in IoT-Based Networks Using Machine Learning with Different Feature Selection Techniques

A Deep, M Sood - Proceedings of Data Analytics and Management …, 2023 - Springer
Due to its high impact at a low cost of implementation, the Internet of Things (IoT) is being
adopted at an exponential rate for a diverse range of applications based upon Industry 4.0 …

HCTDDA: Hybrid Classification Technique for Detection of DDoS Attacks

V Gaur, R Kumar - 2021 5th International Conference on …, 2021 - ieeexplore.ieee.org
Today attackers are turning to mobile and Internet of Things (IoT) technologies to diversify
and strengthen DDoS Attacks. Many methods exist for detecting different types of DDoS …

Secure SDN–IoT framework for DDoS attack detection using deep learning and counter based approach

M Cherian, SL Varma - Journal of Network and Systems Management, 2023 - Springer
The IoT network is unique due to heterogeneous IoT nodes and resource-constrained
devices; the approach for securing IoT networks needs to be different from the security …

Rule-Based DDOS Attack Detection Using Machine Learning for Internet of Things

D Stiawan, J Wahyudi, N Afifah, MY Idris… - Johan and Afifah, Nurul … - papers.ssrn.com
Network security is becoming prominent issues with the development of Internet of things
(IoT) technology. IoT provides connections among diverse categories of smart devices …

Machine Learning Based Practical and Efficient DDoS Attacks Detection System for IoT

K Wehbi - 2022 - search.proquest.com
Abstract The increasing Distributed Denial of Service (DDoS) attacks on the Internet of
Things (IoT) is leading to the need for an efficient detection system. Although much research …

Deep Learning based DDoS Attack Detection in Internet of Things: An Optimized CNN-BiLSTM Architecture with Transfer Learning and Regularization Techniques

I Jebril, M Premkumar… - Infocommunications …, 2024 - real.mtak.hu
In recent days, with the rapid advancement of technology in informatics systems, the Internet
of Things (IoT) becomes crucial in many aspects of daily life. IoT applications have gained …

An optimized neural network-based IDS against DDoS attacks

A Aouatif, B Omar, C Hakima - 2023 10th International …, 2023 - ieeexplore.ieee.org
As cyberattacks become increasingly sophisticated, the identification of harmful assaults like
Distributed Denial of Service (DDoS) poses a significant challenge. DDoS attacks have …