Federated Battery Diagnosis and Prognosis

Climate change is a pressing global issue that requires widespread efforts across disciplines to develop technologies capable of significantly reducing or eliminating greenhouse gas emissions. Large-scale adoption of renewable energy sources and electric mobility are expected to be the main drivers toward this goal. The success of this transition hinges on the efficient integration of these technologies into the existing electricity infrastructure, which requires lithium-ion batteries as a vital storage medium, capturing and storing excess energy during peak production periods for use during times of low production or high demand. This energy storage capability is pivotal in maintaining a stable and reliable grid, to mitigate the intermittent nature of generation and demand in these technologies. Such energy storage capabilities are essential for sustaining a stable and reliable grid, particularly in mitigating the intermittent nature inherent in the generation and demand patterns associated with these technologies.