 Hybrid electric vehicles, HEVs, have become increasingly popular due to their ability to reduce emissions and improve fuel economy. Researchers have focused on developing control strategies to optimize energy management and torque distribution while maintaining driving performance and battery life. This review summarizes the current state of the art in this area, providing a comprehensive overview of the literature and serving as a valuable resource for those interested in HEV development, control, and optimization.