Container shipping continues a essential role in supporting global trade. However, the existing infrastructure is facing mounting challenges. To maintain the effectiveness of container shipping in an ever-more dynamic world, modernization is necessary. This entails adopting innovative approaches to optimize various aspects of the supply chain. From