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Research Paper September 2026

Fuel Oil Consumption Prediction Model for AI Optimisation Platform

SOME 2026 · 15–16 September, Athens

Abstract

Our work with TEN produced an ANN-based FOC prediction pipeline validated on real high-frequency vessel telemetry produced for a period of over four years. The work on voyage segmentation, drifting/canal/port removal, fuel type filtering produced a clean RPM signal and a strong data engineering moat.