Ensuring the lifespan of an electric vehicle (EV) battery is crucial for both performance. Robust diagnostic systems are essential to pinpoint potential problems early on. These systems employ a variety of sensors to continuously analyze battery parameters, such as voltage. Sophisticated algorithms then process this data to generate a comprehensive