Self-Repairing AI- Utilizing Cloud Technology for Independent Software Restoration
Harshal Shah, Jay Patel · INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND APPLIED SCIENCES · 2022
As software systems become more complex and interconnected, it becomes crucial to ensure they are resilient to unforeseen failures. Self-repairing Artificial Intelligence (AI) provides a revolutionary approach by allowing software systems to independently identify, analyze, and rectify issues. This study investigates the combination of self-repairing AI and cloud computing technologies to improve software recovery abilities. Utilizing the scalability and processing capabilities of cloud platforms, self-healing AI systems can perform real-time monitoring, predictive analysis, and fault correction in distributed settings. The suggested framework utilizes machine learning techniques to forecast possible failures by examining past performance data and live metrics. Reinforcement learning models are employed to enhance recovery strategies, striking a balance between system stability and operational effectiveness. The flexibility of cloud computing resources enables self-healing AI to adjust computational power dynamically for fault diagnosis and resolution while maintaining performance. Moreover, this document examines how microservices architectures and containerization contribute to granular self-healing abilities, thereby ensuring minimal interruptions during recovery. The research showcases experimental findings that illustrate the effectiveness of cloud-connected self-healing AI in minimizing downtime and improving system dependability. The framework attained as much as a 92% decrease in mean time to recovery (MTTR) when compared to conventional reactive methods. Important challenges like data security, latency, and resource overhead are tackled, highlighting the significance of strong architectural design and data encryption methods. This study adds to the expanding understanding of autonomous software recovery by merging AI's adaptive learning abilities with the scalability offered by cloud computing. It offers a route for organizations to create robust software systems that can endure the challenges of fluctuating and uncertain operational conditions.