Battery cycle life prediction

Battery cycle life prediction is a critical task aimed at forecasting the capacity fade of batteries over multiple charge-discharge cycles through time series analysis. The goal of this task is to develop accurate mathematical models to evaluate the battery's lifespan and performance degradation trends, thereby optimizing battery management systems and enhancing the reliability and efficiency of green technology and sustainable energy solutions.