Various embodiments of the present technology provide methods for calibrating a full-charge capacity of a battery system. In some implementations, the battery system can be caused to enter into a static learning mode. During the static learning mode, current and past battery cell characteristics for each battery cell of the battery system can be collected, analyzed, and used to build up or update a database of correlations between a full-charge capacity of a specific type of battery cell and cell characteristics of a corresponding type of battery cell. The full-charge capacity of the battery system can be determined based at least upon cell characteristics of battery cells of the battery system, or the database of correlations between a full-charge capacity of a specific type of battery cell and cell characteristics of battery cells in the battery system.