MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202641083184 A) filed by Vellore Institute Of Technology on July 07, 2026, for System And Method For Autonomous Virtual Machine Lifecycle Management Using Multi-Metric Unsupervised Ensemble Learning.
Inventors include Anny Leema; Balakrishnan P; Adithya Shaji; Joash Thomas Abraham; and Sharan Chandran Nambiar.
The application for the patent was published on July 10, 2026, under issue no. 28/2026.
Abstract: The present disclosure proposes a system and method for autonomous virtual machine lifecycle management using multi-metric unsupervised ensemble learning without requiring labeled training data, applicable to cloud resource optimization, dynamic workload management, and scalable virtualized computing environments. The system (100) comprises a computing device (102), at least one processor (104), a memory (106), and plurality of modules (108) executed through the processor 104 for autonomous virtual machine lifecycle management through multi-metric unsupervised ensemble learning. The system (100) identifies workload patterns, which include normal, abnormal, and clustered utilization states for improved decision-making. The system (100) enables proactive scaling decisions before system overload conditions for improved performance and responsiveness. The system (100) enables scalable implementation and evaluation in simulated or real cloud environments for validating performance under dynamic workload conditions.
Disclaimer: Curated by HT Syndication.
