Early detection of abnormal attacks in software-defined networking using machine learning approaches

HM Chuang, F Liu, CH Tsai - Symmetry, 2022 - mdpi.com
Recent developments have made software-defined networking (SDN) a popular technology
for solving the inherent problems of conventional distributed networks. The key benefit of …

Entropy-kl-ml: Enhancing the entropy-kl-based anomaly detection on software-defined networks

N Niknami, J Wu - IEEE Transactions on Network Science and …, 2022 - ieeexplore.ieee.org
The Software-Defined Networking (SDN) concept allows network innovations by leveraging
a centralized controller that commands the whole network. The controller manages the …

Detecting DDoS based on attention mechanism for Software-Defined Networks

N Yoon, H Kim - Journal of Network and Computer Applications, 2024 - Elsevier
In this paper, we propose a deep learning model based on a novel Divide and Conquer
Attention (DCA) mechanism, for efficient detection of Distributed Denial of Service (DDoS) …

Risk based intrusion detection system in software defined networking

A Chetouane, K Karoui - Concurrency and Computation …, 2024 - Wiley Online Library
Software defined networking (SDN) separates control from data operations. However, this
technology adds a new security cost to the network architecture because of the ongoing and …

Advanced ML/DL-Based Intrusion Detection Systems for Software-Defined Networks

N Niknami, J Wu - Network Security Empowered by Artificial Intelligence, 2024 - Springer
Abstract Software Defined Networking (SDN) is an innovative option with great potential for
the future growth of the Internet. It enhances the flexibility and transparency of centralized …

Performance improvement of DDoS intrusion detection model using hybrid deep learning method in the SDN environment

A Chetouane, K Karoui - 2022 IEEE 21st International …, 2022 - ieeexplore.ieee.org
Software-Defined Networking (SDN) is a networking paradigm that has the potential to
revolutionize the way we develop and operate network infrastructures. SDN enables …

DDoS Detection Approach Based on Continual Learning in the SDN Environment

A Chetouane, K Karoui - International Conference on Hybrid Intelligent …, 2022 - Springer
Abstract Software Defined Networking (SDN) is a technology that has the capacity to
revolutionize the way we develop and operate network infrastructure. It separates control …

Machine Learning Method for DDoS Detection and Mitigation in a Multi-controller SDN Environment Using Cloud Computing

A Chetouane, K Karoui, G Nemri - International Conference on Intelligent …, 2022 - Springer
Abstract Software Defined Networking (SDN) is widely used in many practical contexts and
provides a method for managing networks by separating the data plane from the control …

An Intelligent ML-Based IDS Framework for DDoS Detection in the SDN Environment

A Chetouane, K Karoui, G Nemri - … on Advances in Mobile Computing and …, 2022 - Springer
Abstract Software Defined Networking (SDN) is a new approach that has the potential to
revolutionize the way we run network infrastructure. In order to provide a network with attack …

An Intelligent ML-Based IDS Framework for DDoS Detection in the SDN Environment

K Karoui, G Nemri - … , MoMM 2022, Virtual Event, November 28 …, 2022 - books.google.com
Software Defined Networking (SDN) is a new approach that has the potential to
revolutionize the way we run network infrastructure. In order to provide a network with attack …