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OceanData Consulting
Our services

Marine modeling & analysis

Precise ocean modeling and marine data analysis solutions, from raw data to operational forecasting.

Modeling, marine data analysis, and AI

Precise solutions for your coastal and offshore projects — from raw data to operational forecasting.

Modeling and calibration

Optimization of wave, current, and water-level forecasts. Statistical adjustment and improvement of existing coastal models.

WW3CROCOCMEMSGFS
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Data analysis

Time-series studies, measurement quality control (QA/QC), advanced statistical analyses, and detection of extreme events.

BuoysAWACHF RadarRMSE
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Applied AI and expertise

Observation-model blending, hybrid AI + physics models, high-precision diagnostics, and custom scientific support.

AI BlendingPythonFNO
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The detail

What each service covers

Concrete scope, typical deliverables and a quantified example result for each of our three areas of expertise.

Service 01

Modeling & calibration

Your wave, current and water-level models calibrated against real measurements, to reduce bias and root-mean-square error.

Scope
Statistical calibration of WW3, CROCO, CMEMS or GFS outputs against buoys, tide gauges or HF Radar
Coastal downscaling and bias correction on Hs, Tp, direction, current and water level
Reproducible forecast chain, re-runnable at every new lead time
Deliverables
Calibrated model and versioned Python scripts
Validation report: RMSE, bias, scatter index, compared series
PNG figures and JSON data ready for integration
Example result

On a Hs calibration against a buoy, bias drops below 5 cm and RMSE falls by 20 to 40% compared to the raw model.

For a quantified sea-state baseline, without waiting for a measurement campaign, this expertise comes as a packaged offer: the Metocean study, from 2 500 € excl. VAT.

Service 02

Data analysis

From raw measurements to an actionable diagnosis: quality control, advanced statistics and detection of extreme events.

Scope
Quality control (QA/QC) of buoy, AWAC and HF Radar measurements
Analysis of long time series and seasonal variability
Extreme-value statistics (GEV, GPD) and return periods
Deliverables
Cleaned and documented dataset
Statistical report with figures and tables
Reproducible Python notebooks
Example result

On a ten-year hourly series, quality control isolates and documents outliers and fills gaps, for a series usable at over 95% coverage.

Applied to the seabed, this expertise becomes a sediment mobility atlas and an optimized corridor for submarine cable laying, priced on request.

Service 03

Applied AI & expertise

Observation–model blending and hybrid AI + physics models, when physics alone is not enough or is too expensive to run.

Scope
Observation–model blending to correct a field continuously
Surrogates trained on CROCO ground truth: neural operator (FNO) for temporal emulation, UNet for downscaling
High-precision diagnostics and custom scientific support
Deliverables
Trained model, weights and inference code
Documentation and validation protocol
Integration into your existing chain
Example result

Our FNO current surrogate reproduces a CROCO output with a median error of 17% over a full tidal cycle, where a harmonic baseline stays at 29%.

Expertise in oceanography and data science

We turn oceanographic data into reliable forecasts through modeling, statistical analysis, and artificial intelligence. An approach that combines scientific rigor with operational solutions.

Bias reduction on Hs
20–40 %
Time to first response
< 48 h
Models and forcings mastered
6
Active projects
3

Bias reduction: RMSE on significant wave height (Hs) after calibrating the model against an in-situ ADCP, measured on a coastal mission in Gabon. The report is covered by a non-disclosure agreement; the method itself is reproducible. Models and forcings: CROCO and WW3 in production, NEMO, ECMWF (ERA5), GFS and AROME for forcing and data.

Let us discuss your coastal project

For any question or diagnostic request, write to us directly. Response within 48 hours.

Request a diagnostic

Describe your need, and we will get back to you quickly.

We respond within 48 business hours.