Container shipping remains a pivotal role in facilitating global trade. However, the existing infrastructure is facing mounting difficulties. To maintain the effectiveness of container shipping in an ever-more dynamic world, modernization is necessary. This requires adopting innovative technologies to optimize various aspects of the supply chain. F