Handling Security Issues in Software-defined Networks (SDNs) Using Machine Learning

D Kumar, J Thakur - Computational Vision and Bio-Inspired Computing …, 2022 - Springer
Software-defined networks are scalable, flexible, easier to manage, and also support
adaptive nature. Our objective is to focus on how machine learning can make SDN more …

A deep learning framework to enhance software defined networks security

A Dawoud, S Shahristani… - 2018 32nd International …, 2018 - ieeexplore.ieee.org
Software-Defined Networks (SDN) initiates a novel networking model. SDN proposes the
separation of forward and control planes by introducing a new independent plane called …

[PDF][PDF] Toward Secure Software-Defined Networks Using Machine Learning: A Review, Research Challenges, and Future Directions.

MW Nadeem, HG Goh, Y Aun… - … Systems Science & …, 2023 - cdn.techscience.cn
Over the past few years, rapid advancements in the internet and communication
technologies have led to increasingly intricate and diverse networking systems. As a result …

Intrusion detection and prevention in software defined networking

G Abhilash, G Divyansh - 2018 IEEE international conference …, 2018 - ieeexplore.ieee.org
Software defined networking is a concept proposed to replace traditional networks by
separating control plane and data plane. It makes the network more programmable and …

Reconnaissance attack in sdn based environments

A Alshamrani - 2020 27th International Conference on …, 2020 - ieeexplore.ieee.org
Software Defined Networking (SDN) is a promising network architecture that aims at
providing high flexibility through the separation between network logic (control plane) and …

Towards security automation in software defined networks

NM Yungaicela-Naula, C Vargas-Rosales… - Computer …, 2022 - Elsevier
Abstract Software-Defined Networking (SDN) is a modern paradigm that provides a platform
for implementing reliable, centrally managed, and automated security solutions for …

Deep learning for the security of software-defined networks: a review

R Taheri, H Ahmed, E Arslan - Cluster Computing, 2023 - Springer
As the scale and complexity of networks grow rapidly, management, maintenance, and
optimization of them are becoming increasingly challenging tasks for network administrators …

Enhancing security of SDN focusing on control plane and data plane

B Celesova, J Val'ko, R Grezo… - 2019 7th International …, 2019 - ieeexplore.ieee.org
Software-defined networks (SDN) have appeared as effective network technology, which is
able to support the dynamic nature of future network functions and intelligent applications …

Evaluation of machine learning techniques for security in SDN

A Ahmad, E Harjula, M Ylianttila… - 2020 IEEE Globecom …, 2020 - ieeexplore.ieee.org
Software Defined Networking (SDN) has emerged as the most viable programmable
network architecture to solve many challenges in legacy networks. SDN separates the …

Securing distributed SDN controller network from induced DoS attacks

G Shravanya, NH Swati, RP Rustagi… - … Conference on Cloud …, 2019 - ieeexplore.ieee.org
With the escalation in security breaches on organizations and institutions that store, maintain
and work with critical data, there is a need for a security-enhancing and risk-mitigating …