This study presents a comprehensive thermal analysis of a 16-cell lithium-ion battery pack by exploring seven geometric configurations under airflow speeds ranging from 0 to 15 m/s and integrating nano-carbon-based phase change materials (PCMs) to enhance heat dissipation. e compact designs and varying airflow conditions present unique challenges. This study investigates the thermal performance of a 16-cell. ly influence the performance and safety of the battery.