Major Accomplishments:Led the initiation and development of early-stage research projects on Digital Twin applications for port operations, including data-driven analyses and simulation-based decision-making frameworks.
Professional Development
Training Completed: Basic Reinforcement Learning and O2DES (Object-Oriented Discrete-Event Simulation).
Future Learning Goals: Continue to improve in Data Analytics, Machine Learning, Reinforcement Learning and expand expertise in AI-driven Simulation and Predictive Modelling
Mentorship Activities: Supervising interns on AIS Data Analytics, Simulation Modelling, and Digital Twin Applications and sssisting junior researchers in developing simulation models for maritime logistics research.