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OceanData Consulting
Our projects

AI projects for coastal systems

Innovative solutions combining physical modeling, environmental data and artificial intelligence.

Climate & Oceans

Climate Observer — live global temperature anomalies

Interactive globe and daily tracking of oceanic and continental temperature anomalies.

  • NOAA OISST v2.1 (0.25°) & CPC anomalies reanalyzed (1991–2020)
  • 9-day forecasts (Copernicus Marine GLO12 & ECMWF open data)
  • Real-time El Niño / La Niña tracking (Niño 3.4 & ONI index)
  • Polar sea ice monitoring (NSIDC) and coral reef bleaching (NOAA)
Public toolDaily
Explore the globe
Submarine cables

Sediment mobility atlas and optimal corridor

Pre-survey screening for cable layers: where the seabed moves, and where to route.

  • Soulsby bottom-boundary physics, Shields threshold
  • 500 m grid, 8,871 cells, 30 years (1993–2022)
  • A* corridor and depth-of-lowering guidance
  • Validated on 51 SHOM points and 908 dune crests
R&DEMODnet / SHOM
Read the case study
AI emulation

FNO surrogate — currents of the Brest roadstead

Emulating the currents of a high-resolution CROCO model with a neural operator.

  • Fourier neural operator (2D FNO), autoregressive output
  • CROCO ground truth, 250 m grid, multi-start windows
  • Relative L2 evaluation over surface time windows
  • Initial state supplied by the physical model; the emulator is not autonomous
SeaRoute-Py

SeaRoute-Py — weather routing

Vessel trajectory optimization via A* weighted by wind, waves and currents.

  • Time, fuel or balanced cost profiles
  • ETA validated on 800 real AIS voyages
  • Gain concentrated in heavy seas (Hs 2–5 m)
  • GeoJSON, GPX and KPI outputs (ETA, fuel, CO₂)
ApplicationPython
Discover SeaRoute-Py
Blend AI

Blend AI — observation and model fusion

Calibrating model output against in-situ measurements.

  • Observation quality control
  • Analysis of model ↔ measurement gaps
  • Model-to-measurement comparison for Hs
  • Evaluation documented during extreme conditions
OngoingBlending
MeteoData Hub

MeteoData Hub — unified metocean data access

Query ERA5, GLORYS12 and GFS without building the ingestion pipeline.

  • A single interface for heterogeneous sources
  • Extraction by point, by route or by bounding box
  • Directly usable outputs (NetCDF, JSON)
  • Product in beta, join the waiting list

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