Life Quality Research Centre

A Reproducible Workflow for AIS-Based ETA Forecasting: Evaluating the Influence of Data Preprocessing and Machine Learning Model Selection

Accurate Estimated Time of Arrival (ETA) forecasting is essential for improving operational planning and decision-making in modern ports. While machine learning has significantly enhanced ETA prediction using Automatic Identification System data, the impact of data preprocessing...