LCDT-M: Log-Cluster DDoS Tree Mitigation Framework Using SDN in the Cloud Environment

In the cloud computing platform, DDoS (Distributed Denial-of-service) attacks are one of most commonly occurring attacks. Research studies on mitigation rarely considered data shift problem in real-time implementation. Concurrently, existing have attempted to perform attack detection. Nevertheless, they been deficient regarding detection rate. Hence, proposed study proposes a novel scheme using LCDT-M (Log-Cluster Tree Mitigation) framework for hybrid environment. detects and mitigates Software-Defined Network (SDN) based The comprises three algorithms: GFS (Greedy Feature Selection), TLMC (Two Log Mean Clustering), DM (Detection-Mitigation) DT (Decision Tree) optimize along with SDN. simulated defined environment during As result, architecture achieved an accuracy about 99.83%, confirming its superior performance.