A DDoS detection method based on feature engineering and machine learning in software-defined networks

Z Liu, Y Wang, F Feng, Y Liu, Z Li, Y Shan - Sensors, 2023 - mdpi.com
Distributed denial-of-service (DDoS) attacks pose a significant cybersecurity threat to
software-defined networks (SDNs). This paper proposes a feature-engineering-and machine …

DDoS attack detection and mitigation using deep neural network in SDN environment

V Hnamte, AA Najar, H Nhung-Nguyen, J Hussain… - Computers & …, 2024 - Elsevier
In the contemporary digital landscape, the escalating threat landscape of cyber attacks,
particularly distributed denial-of-service (DDoS) attacks, has become a paramount concern …

Cyber-secure SDN: A CNN-based approach for efficient detection and mitigation of DDoS attacks

AA Najar, SM Naik - Computers & Security, 2024 - Elsevier
Abstract Software Defined Networking (SDN) has become popular due to its flexibility and
agility in network management, enabling rapid adaptation to changing business …

Detecting and mitigating botnet attacks in software-defined networks using deep learning techniques

MW Nadeem, HG Goh, Y Aun, V Ponnusamy - IEEE Access, 2023 - ieeexplore.ieee.org
Software-Defined Networking (SDN) is an emerging architecture that enables flexible and
easy management and communication of large-scale networks. It offers programmable and …

Software-defined network planes-a survey on attacks and countermeasure

DS Vadivu, N Rajagopalan - International Journal of …, 2023 - inderscienceonline.com
A smartly managed framework that enables the network to be configured via software
application is termed software-defined networks (SDN). SDN gracefully abstracts the …

GLD‐Net: Deep Learning to Detect DDoS Attack via Topological and Traffic Feature Fusion

W Guo, H Qiu, Z Liu, J Zhu… - Computational Intelligence …, 2022 - Wiley Online Library
Distributed denial of service (DDoS) attacks are the most common means of cyberattacks
against infrastructure, and detection is the first step in combating them. The current DDoS …

[PDF][PDF] Open-Source Software Defined Networking Controllers: State-of-the-Art, Challenges and Solutions for Future Network Providers.

JA Rahim, R Nordin, OA Amodu - Computers, Materials & …, 2024 - cdn.techscience.cn
ABSTRACT Software Defined Networking (SDN) is programmable by separation of
forwarding control through the centralization of the controller. The controller plays the role of …

SDN candidate and protection path selection for link failure protection in hybrid SDNs

J Li, X Qi, Y He, L Liu - Reliability Engineering & System Safety, 2024 - Elsevier
Abstract Software-Defined Networks (SDNs) have emerged as significant frameworks for
enhancing the network flexibility. Currently, the migration from legacy IP networks to pure …

An Ensemble Edge Computing Approach for SD-IoT security Using Ensemble of Feature Selection Methods and Classification

P Chauhan, M Atulkar - Arabian Journal for Science and Engineering, 2024 - Springer
Both academics and the IT industry are now researching the Internet of Things and software-
defined networks. They have received a number of criticisms in the SD-IoT due to their …

A Hybrid Extreme Gradient Boosting and Long Short-Term Memory Algorithm for Cyber Threats Detection

R Amin, G El-Taweel, AF Ali, M Tahoun - MENDEL, 2023 - 46.28.109.63
The vast amounts of data, lack of scalability, and low detection rates of traditional intrusion
detection technologies make it impossible to keep up with evolving and increasingly …