Insights

What we learn from working with real vessel data — published as papers, articles, and conference talks. New material lands here first, then on LinkedIn. You can also subscribe to the RSS feed.

All papers, articles, and talks

Article

Added Wind Resistance: The Square Law

Wind drag scales with the square of apparent wind speed — so headwinds punish fuel consumption far more than tailwinds help. Phase 2 of the vessel resistance series looks at the physics, and why wind correction decides whether your data blames the weather or the hull.

Talk People Tech Maritime, Eugenides Foundation, Athens

Why Fleet Performance Culture Cannot Be Purchased

Buying a performance monitoring platform does not buy you a performance culture. This talk argues that the value of fleet data is unlocked by the people and habits around it — and looks at what actually changes behaviour on board and ashore.

Paper

Interpretable Data-Driven Ship Dynamics Model: Enhancing Physics-Based Motion Prediction with Parameter Optimization

A ship motion prediction model that combines physics-based equations with data-driven parameter optimization — keeping the interpretability of hydrodynamic models while capturing ship-specific behaviour. Validated on two container ships, with predictions over 50% more accurate than traditionally tuned physics-based baselines.

Paper

Comparative Study of Ship Motion Prediction Models: Data-Driven Physics-Based vs Pure Machine Learning

Two data-driven routes to vessel trajectory prediction go head-to-head: optimising the parameters of a physics-based hydrodynamic model versus a pure feed-forward neural network. Trained and 5-fold cross-validated on 90 simulated trajectories, the physics-based-with-optimisation approach wins — roughly 40% lower summarised error and 35% tighter consistency than the black-box model.

Talk Digital Ship Conference

AI: Changing the Game — Today and Tomorrow

Where artificial intelligence is genuinely changing maritime operations today, and where it is heading next — told as a journey from the 'dark ages' of vessel performance to a practical, incremental path toward autonomous, efficient sailing.

Talk BS Group Virtual Conference: 2nd Voyage Efficiency for CII Compliance

Voyage Efficiency for CII Compliance

CII turns voyage decisions into a rating with commercial consequences. This conference session looks at how voyage efficiency — speed, routing, and operational choices — feeds the Carbon Intensity Indicator, and what operators can actually influence.

Talk Digital Ship (virtual conference)

Harnessing Energy-Efficient Habits with Data in Shipping

Energy efficiency in shipping is ultimately a set of habits — and data is what makes good habits visible, measurable, and repeatable. A virtual conference talk on connecting fleet data to the daily behaviour that determines fuel consumption.

Talk Riviera Maritime Media webinar

Utilising Data for Smarter Vessel Maintenance

A Riviera Maritime webinar on how operational data turns vessel maintenance from a fixed-schedule routine into a condition-based, evidence-led practice — catching problems earlier and avoiding unnecessary work.