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Md Emran Hossain
College of Technology & Engineering, Westcliff University, Irvine, California, USA.

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Leveraging Reinforcement Learning for Autonomous Cloud Management and Self-Healing Systems Nisher Ahmed; Md Emran Hossain; S M Shadul Islam Rishad; Arafath Bin Mohiuddin; Md Imran Sarkar; Zakir Hossain
JURIHUM : Jurnal Inovasi dan Humaniora Vol. 1 No. 6 (2024): JURIHUM : Jurnal Riset dan Humaniora
Publisher : CV. Shofanah Media Berkah

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Abstract

This work investigates and enhances innovative methods for autonomous cloud management with artificial intelligence, specifically self-healing and self-optimization. The study uses AI based anomaly detection, predictive maintenance and automated recovery to derive self-healing. To self-optimize, it employs machine learning algorithms to analyze existing workload patterns, anticipate resource utilization demand, and adjust resources dynamically. These techniques are tested and validated in a simulated cloud environment in terms of performance metrics like response time, throughput, and resource utilization. 
Co-Authors Arafath Bin Mohiuddin Md Imran Sarkar Nisher Ahmed S M Shadul Islam Rishad Zakir Hossain