A survey of low rate ddos detection techniques based on machine learning in software-defined networks

AA Alashhab, MSM Zahid, MA Azim, MY Daha… - Symmetry, 2022 - mdpi.com
Software-defined networking (SDN) is a new networking paradigm that provides centralized
control, programmability, and a global view of topology in the controller. SDN is becoming …

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 …

A flexible SDN-based framework for slow-rate DDoS attack mitigation by using deep reinforcement learning

NM Yungaicela-Naula, C Vargas-Rosales… - Journal of network and …, 2022 - Elsevier
Abstract Distributed Denial-of-Service (DDoS) attacks are difficult to mitigate with existing
defense tools. Fortunately, it has been demonstrated that Software-Defined Networking …

Low rate DDoS detection using weighted federated learning in SDN control plane in IoT network

MN Ali, M Imran, MS din, BS Kim - Applied Sciences, 2023 - mdpi.com
The Internet of things (IoT) has opened new dimensions of novel services and computing
power for modern living standards by introducing innovative and smart solutions. Due to the …

LtRFT: Mitigate the low-rate data plane DDoS attack with learning-to-rank enabled flow tables

D Tang, Y Yan, C Gao, W Liang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Software-Defined Networking (SDN) switches typically have limited ternary content
addressable memory (TCAM) that caches the flow entries on the data plane. The scarcity …

GASF-IPP: Detection and mitigation of LDoS attack in SDN

D Tang, S Wang, B Liu, W Jin… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Software defined networking (SDN), a highly regarded architecture, enhances the
programmability and manageability of the network by decoupling the data plane and the …

Detection and mitigation of low-rate denial-of-service attacks: A survey

VDM Rios, PRM Inácio, D Magoni, MM Freire - IEEE Access, 2022 - ieeexplore.ieee.org
The potential for being the target of Denial of Service (DoS) attacks is one of the most severe
security threats on the Internet. Attackers have been modifying their attack format over the …

The loft attack: Overflowing SDN flow tables at a low rate

J Cao, M Xu, Q Li, K Sun, Y Yang - IEEE/ACM Transactions on …, 2022 - ieeexplore.ieee.org
The emerging Software-Defined Networking (SDN) is being adopted by data centers and
cloud service providers to enable flexible control. Meanwhile, the current SDN design brings …

SFTO-Guard: Real-time detection and mitigation system for slow-rate flow table overflow attacks

D Tang, D Zhang, Z Qin, Q Yang, S Xiao - Journal of Network and …, 2023 - Elsevier
The simplified data plane of Software-Defined Network (SDN) should be able to process
packets from the entire network. However, the flow table size constrains the data plane …

Quantum walks-based classification model with resistance for cloud computing attacks

X Wu, Z Jin, J Zhou, C Duan - Expert Systems with Applications, 2023 - Elsevier
Cloud computing is considerably investigable and adoptable in both industry and academia,
and Software Defined Networking (SDN) has been applied in cloud computing. Although …