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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…
cs.LG2025
Unsupervised Detection of Spatiotemporal Anomalies in PMU Data Using Transformer-Based BiGAN
Muhammad Imran Hossain, Jignesh Solanki, Sarika Khushlani Solanki
Ensuring power grid resilience requires the timely and unsupervised detection of anomalies in synchrophasor data streams. We introduce T-BiGAN, a novel framework that integrates wi…