Research work carried out by Thejaswini T, M.Tech student in Power and Energy Systems, under the guidance of Dr. Gowri Shankar M, Associate Professor, Department of Electrical and Electronics Engineering, was presented at the IEEE 3rd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS 2025), organized by M.P.Nachimuthu M.Jaganathan Engineering College, Erode, Tamil Nadu, on 11th June 2025. The research focused on “Detection of Battery Anomaly from Lithium-Ion Batteries using Nature-Inspired Optimization Algorithms”. This research paper will be published in the Scopus-indexed IEEE conference proceedings.