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Author

Chang-Yong Song

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Open access Sep 2026

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...

Shin-U Park, Chang-Yong Song · 0 citations
Open access Aug 2026

Surrogate Model-Based Approximate Optimum Design with Discrete and Continuous Design Variables for the Package Installation Substructure of a 10 MW Offshore Wind Turbine

As offshore wind turbines continue to grow in capacity, reducing the structural weight of substructures has become a key factor in securing project economics, and the package installation method has attracted attention as a promising technology for reducing installation costs. This study presents an integrated design p...

Shin-U Park, Chang-Yong Song · 0 citations

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