The study examined how different types of batteries impact the performance of electric vehicles, especially in cold weather. They used computer models to simulate how various battery technologies work in real-world driving conditions. The research found that in cities and cold temperatures, electric vehicles need more energy for driving due to decreased battery power and limited ability to recover energy from braking. The study also looked at how battery efficiency and size affect how far an electric vehicle can go, considering different driving habits and temperatures.