Physics-Informed Machine Learning with Monotonic Constraints for Daily Fuel Consumption and CII Prediction of Ships
As the annual reduction factors of the International Maritime Organization (IMO) Carbon Intensity Indicator (CII) regulation have progressively tightened, predicting ship fuel consumption from operating conditions before a voyage has become essential. However, existing data-driven predictors suffer from two methodologi...