DDoS attacks detection and mitigation in SDN using machine learning

O Rahman, MAG Quraishi… - 2019 IEEE world congress …, 2019 - ieeexplore.ieee.org
… In this paper, we focus on DDoS detection and mitigation in an SDN network using machine
learning, thus we need to use features that can easily be extracted without overloading the …

DDoS attack detection and mitigation in SDN using machine learning

F Khashab, J Moubarak, A Feghali… - 2021 IEEE 7th …, 2021 - ieeexplore.ieee.org
… the source of the attack, and thus are not able to mitigate them [11][12]. Other methods have
… propose an SDN model able to detect and mitigate attacks automatically in SDN networks …

Adaptive machine learning based distributed denial-of-services attacks detection and mitigation system for SDN-enabled IoT

M Aslam, D Ye, A Tariq, M Asad, M Hanif, D Ndzi… - Sensors, 2022 - mdpi.com
… adaptive machine learning classification to detect and mitigate the DDoS attacks for SDN-…
feed-forwarding approach based adaptive machine learning model over the environment-…

A DDoS attack mitigation scheme in ISP networks using machine learning based on SDN

NN Tuan, PH Hung, ND Nghia, NV Tho, TV Phan… - Electronics, 2020 - mdpi.com
… and mitigation methods. In this paper, we propose a novel DDoS attack mitigation in SDN-…
for TCP-SYN and ICMP flood attacks utilizing machine learning approach, ie, K-Nearest-…

A flexible SDN-based architecture for identifying and mitigating low-rate DDoS attacks using machine learning

JA Perez-Diaz, IA Valdovinos, KKR Choo, D Zhu - IEEE Access, 2020 - ieeexplore.ieee.org
… such as machine and deep learning algorithms to enhance the detection and mitigation of
… attack detection and mitigation in SDN environments using machine learning techniques. …

A machine learning based detection and mitigation of the DDOS attack by using SDN controller framework

M Revathi, VV Ramalingam, B Amutha - Wireless Personal …, 2022 - Springer
… the SDN context has been introduced to many researchers since the proposed SDN attacks.
… support vector machine algorithm for DDoS threat and SDN mitigation architecture for attack …

[PDF][PDF] Machine Learning for Securing SDN based 5G network

HA Alamri, V Thayananthan, J Yazdani - Int. J. Comput. Appl, 2021 - researchgate.net
… DDoS attacks in SDN, securing the SDN controller is one of … the suitable machine learning
(ML) for securing the SDN … on the mitigation scheme of DDoS attacks considered in SDN

A new machine learning-based collaborative DDoS mitigation mechanism in software-defined network

SS Mohammed, R Hussain, O Senko… - … on Wireless and …, 2018 - ieeexplore.ieee.org
… To fill the voids, we propose in this paper a machine learning-based DDoS mitigation
technique for SDN. First, we create a model for DDoS detection in SDN using NSLKDD dataset …

Mitigation services on SDN for distributed denial of service and denial of service attacks using machine learning techniques

J Ramprasath, N Krishnaraj… - IETE Journal of …, 2024 - Taylor & Francis
… on OVSs to complete the mitigation procedure in SDN. The suggested technique yielded …
in this paper, and mitigation is done with the assistance of an SDN controller. Other anomalous …

Machine learning based SDN-enabled distributed denial-of-services attacks detection and mitigation system for Internet of Things

M Aslam, D Ye, M Hanif, M Asad - Machine Learning for Cyber Security …, 2020 - Springer
… and Mitigation System (SDN-DMS) which utilize SDN enabled security mechanism for IoT
devices with support of machine learning … of Services (DDoS) detection and mitigation system. …