Predictive optimization of ddos attack mitigation in distributed systems using machine learning

HIGHLIGHTS

• What: Through in-depth study of challenges such as low resource utilization and unbalanced load in the cloud environment this study proposes a comprehensive solution including optimization methods such as deep learning and genetic algorithm to improve system performance and efficiency and thus bring new breakthroughs and progress in the field of cloud computing resource management. The aim of data preprocessing is to extract HTTP request information from network traffic and then identify four attributes within a fixed time window (T-1s): CN, source IP address space, URL length, and HTTP request rate. The study presented an . . .
  

   

  

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