Enhancing Operational Efficiency and Sustainability Through Al-Driven Fleet Management in the Caspian Sea, Cheleken Area

Abstract This paper explores the potential of Artificial Intelligence (AI) to enhance operational efficiency and sustainability in Dragon Oil's marine operations within the Cheleken Contract Area, Caspian Sea, Turkmenistan. Special attention is given to optimizing fleet capacity while addressing complex environmental and operational factors, such as variable channel depth, weather, operational priorities, and loading capacities. Through AI-driven optimization, the study identifies the optimal vessel plan to improve operational efficiency, reduce fuel consumption and costs, and lower CO2 emissions.