classification algorithm

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• Published Subscription Review Article 4 Feb 2025

  Real-time DDoS Attack Prediction in SDN Environments Using Machine Learning

  By T.N.V.S. Praveen, Konakala Jyothi, Patchigalla Bala Karthik, Mudavath Balaji Naik

  Abstract: The ever-growing reliance on sdn-based services necessitates robust security measures against Distributed Denial-of-Service (DDoS) attacks that threaten service availability. This project investigates the development of a real-time prediction system for DDoS attacks in sdn environments, leveraging the power of machine learning. The proposed system employs a Decision Tree classification algorithm implemented in Python. To ensure accurate attack identification, the system meticulously addresses data preprocessing challenges inherent in network traffic datasets. …

  Published in Journal Of Network security · Vol. 13, Issue 1, 2025 · pp. 16–27 Read article →

• Published Subscription Original Research 31 Dec 2024

  Implementation of Energy-efficient Axial Fans for Air Handling Unit Using AI Model

  By Dhanush M, Shivashankar Hiremath, Subramanya R. Prabhu B

  Abstract: This research explores the integration of energy-efficient axial fans in Air Handling Units (AHUs) within a large automotive manufacturing facility to enhance HVAC (heating, ventilation, and air conditioning) performance and reduce energy consumption. Standard AHUs in the facility’s clean rooms and other spaces utilize traditional blower fans, which primarily rely on static pressure, limiting their efficiency. By replacing these with electronically commutated (EC) axial flow fans, which leverage both static …

  Published in Journal of Refrigeration, Air conditioning, Heating and ventilation · Vol. 11, Issue 3, 2024 · pp. 28–34 Read article →