Battery Management System

Battery Management Systems (BMS) are crucial for ensuring the safe and efficient operation of batteries in various applications, from electric vehicles to renewable energy storage. Current research focuses on improving BMS capabilities through advanced algorithms, including machine learning models like transformers, Gaussian processes, and neural networks, to accurately predict remaining useful life, optimize energy arbitrage strategies, and estimate state of health. These advancements aim to enhance battery performance, longevity, and safety, impacting fields ranging from transportation to grid-scale energy storage. The development of cloud-based BMS further improves data analysis and predictive capabilities.