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.