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J. Sathiamoorthy

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Open access Sep 2026

A novel deep learning and FAOA-based DXCov-FH net for intrusion detection in cloud computing using MapReduce framework

A novel method, named Deep Xception convolutional Forward Harmonic Network with Frigate Ablation Optimization Algorithm (DXCov-FH Net_FAOA), which exhibited high detection performance and effectiveness for intrusion detection, confirming its effectiveness for intrusion detection.

P. Raja, J. Sathiamoorthy · 0 citations
Jul 2026

Federated learning-driven cloud intrusion detection using transfer learning and ablation frigate-fairy hybrid optimization

The proposed CNN_TL_AFFHO model provides strong privacy preservation while improving reliability in intrusion detection and reducing false alarm rates, and supports scalable deployment across distributed cloud environments while maintaining robustness against evolving threats.

P. Raja, J. Sathiamoorthy · 0 citations
Conference Jul 2026

A Comprehensive Review of AI-Powered Intrusion Detection Techniques in a Cloud Computing Environment

In Cloud Computing, Artificial Intelligence (AI)-driven intrusion detection focuses on identifying anomalies, unauthorized access, and malicious activities across dynamic cloud environments. Besides, the Intrusion Detection System (IDS) is also crucial in strengthening the overall cybersecurity defenses, thereby assist...

P. Raja, J. Sathiamoorthy · 0 citations

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