all work

Aviation AI · 2025 · Active

ECO-PILOT (Eco-Coach EFB)

AI-driven Eco-Coach EFB targeting 1.5–3% fleet fuel & emission reduction.

OpenSkyFOQAEFBAIGamificationCO2eStep-ClimbContrail

What it is

AI-driven Electronic Flight Bag 'Eco-Coach' that targets 1.5–3% fleet fuel/emission reduction purely through pilot-behavior optimization — no hardware changes, no SAF. Phase 1 ingests real OpenSky trajectories + physics-based synthetic FOQA fuel truth and trains a per-aircraft-type 'green baseline' (95.7% phase accuracy, 1.83% MAPE to physics optimum); Phase 2 ships a single-file offline HTML EFB app with 7 screens, Eco-Score gamification, contrail-aware CO₂e, and a dynamic step-climb optimizer. Phase 3 neuro-validation in simulator explicitly scoped out, infrastructure left ready.