Optimization Accuracy of Distributed Denial of Service Attacks in SDN based on Boosting Algorithm
Volume: 11 - Issue: 11 - Date: 15-11-2022
Approved ISSN: 2278-1412
Published Id: IJAECESTU5 | Page No.: 113-117
Author: Sushrita Mishra
Co- Author: Dr. Kalpana Rai,Prof. Sneha Soni
Abstract:-Software-Defined Networking (SDN) is a contemporary and growing technology in the field of networking. It has the benefit of decoupling the Data plane and the control plane, thus enabling automated provisioning. The SDN offers numerous benefits, such as dynamic programmability, high bandwidth, and cost-effectiveness; it improves network performance than the existing traditional networks. SDN environment is against high-rate DDoS flooding attacks effectively through the use of a two-level security mechanism. Level-I and Level-II were implemented using an entropy-based mechanism and the artificial neural (AN) based boosting technique, respectively. First, traffic instances pass through the Level-I module. If a packet is suspected to be an attack, based on the entropy value calculated, a temporary alert is generated to hold the particular flow. The entropy value is calculated using the randomness of IP addresses in a particular time window. Next, the traffic instances pass through the Level-II module. Essential features extracted from the flow information to improve the accuracy rate included the precision, recall and loss.
Key Words:-SDN, DDoS Attack, Accuracy, AN, Boosting Algorithm
Area:-Engineering
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