Insights

Research, whitepapers, and the math behind the model.

We do not sell black boxes. The methodology that produces a 13% fuel saving on a Sikka–Niterói voyage is published, named, and signed by the people who built it. Here are the papers and whitepapers.

Whitepaper 2026 12 min read

Why Resolution Wins

How VesselFront's 22-million-node adaptive hex grid balances meteorological accuracy, coastal safety margins, and computational efficiency. The geometry of the routing graph determines whether the solution can capture meteorological reality — or smear it.

"The geometry of that graph determines whether the routing solution can capture meteorological reality."
Authors VesselFront Research
Grid resolutionWeather routingArchitecture
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Research Paper 2026 24 min read

VFWR: Charting the Optimal Voyage

The VFWR optimization framework uses A* pathfinding with weather-aware heuristics, validated against 100 historical voyages with a 23-second median calculation time. Re-routing runs at six-hour intervals throughout each trip.

"Re-routing is performed at six-hour intervals throughout the trip."
Authors Aikaterini Karampasi(VesselFront), Andreas Kouvaras(VesselFront), Dimitris Stavropoulos(VesselFront), Alexander Artikis(University of Piraeus)
Weather routingA* optimizationECAForecast integration
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Conference Paper September 15–16, 2026 · SOME Conference, Athens 18 min read

Fuel Oil Consumption Prediction Model for AI Optimisation Platform

An ANN-based fuel-consumption model trained on four years of vessel telemetry. Voyage segmentation, drifting/canal/port removal, and fuel-type filtering produce a clean RPM signal that drives the prediction layer.

"The work on voyage segmentation, drifting/canal/port removal, fuel type filtering produced a clean RPM signal."
Authors Andreas Kouvaras(VesselFront), Dimitris Stavropoulos(VesselFront), Aikaterini Karampasi(VesselFront), Constantine Abazis(VesselFront), Michael Fan(Tsakos Energy Navigation / University of Strathclyde), George Margelis(Tsakos Shipping)
FOCMachine learningANNFleet benchmarking
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Want to discuss the methodology?

The team behind these papers takes briefings from operators, charterers, and underwriters.