Mapping real-world trip data to battery performance data into training , testing (4), and reference (3) samples. Driving styles, terrain conditions, and charging habits are systematically incorporated into the velocity data to accurately reflect real-world EV battery usage. As a result, we account for route and behavioral variations that are unique to each trip.