Detection and mitigation of botnet based DDoS attacks using catboost machine learning algorithm in SDN environment
R Sanjeetha, A. Gokul Raj, Kolli Saivenu, Mumtaz Irteqa Ahmed, B. Sunal Sathvik, Anita Kanavalli
2021International Journal of Advanced Technology and Engineering Exploration35 citationsDOIOpen Access PDF
Abstract
Software-Defined Networks is an emerging new technology in the field of networks that had a lot of impact in fields such as cloud computing and data centers. In traditional networks, the data plane, which is responsible for the forwarding of data, and the control plane, which decides the path of the packet are tightly coupled. But in software-defined networks, the control plane and data plane are separated. A special device called the controller acts as the control plane. The switches act as the data plane which forwards the packets based on the flow rules defined by the controller.
Topics & Concepts
BotnetDenial-of-service attackComputer scienceArtificial intelligenceMachine learningComputer securityWorld Wide WebThe InternetNetwork Security and Intrusion DetectionSoftware-Defined Networks and 5GInternet Traffic Analysis and Secure E-voting