For accurate cyclic aging prediction, it is essential to carefully analyse the SOC profile to extract the necessary features for prediction. To achieve this, we introduce and explain the cycle analyser employed in this study. Additionally, at the end of this section, we present a mathematical explanation of the steps involved in the algorithm used for dynamic validation.