TECHNIQUES FOR ESTIMATING BATTERY SYSTEM POWER CAPABILITY USING MACHINE LEARNING MODELS AND SEARCH ALGORITHMS

A state of power (SOP) estimation system for an electrified vehicle includes a battery system of the electrified vehicle and a control system configured to access a trained battery voltage estimation model configured to estimate a voltage of the battery system based on a set of input parameters including at least state of charge (SOC), temperature, and power or current, perform a search process to determine a final estimated SOP that causes the estimated voltage of the battery system to fall within a desired voltage range, and control the electrified vehicle based on the final estimated SOP of the battery system.