3 papers
cs.AI2026
Large Language Model Assisted Operational Monitoring for Battery Energy Storage System Integrated Power Distribution Networks
Azmeer Akhtar, Md Fazley Rafy, Anurag K. Srivastava
Battery energy storage systems (BESS) are increasingly used in distribution networks for voltage regulation and demand response, which increases the volume and complexity of operat…
cs.AI2026
TwinGridShield: Consequence-Aware Runtime Authorization for LLM Grid-Agent Actions
Md Fazley Rafy
Large language model (LLM)-assisted energy-management tools can translate natural-language context into structured grid commands, but syntactic validity does not imply physical adm…
cs.LG2026
Battery health prognosis using Physics-informed neural network with Quantum Feature mapping
Muhammad Imran Hossain, Md Fazley Rafy, Sarika Khushalani Solanki +1
Accurate battery health prognosis using State of Health (SOH) estimation is essential for the reliability of multi-scale battery energy storage, yet existing methods are limited in…