Innovative Data Engineering for Global Wave Activity Analysis

Explore our cutting-edge approach to merging ERA5 reanalysis with CMIP6 outputs. We develop advanced spherical harmonic transform layers and utilize hybrid physics-ML models to enhance wave activity datasets, ensuring robust uncertainty quantification and validation through ECMWF's IFS system and ensemble Brier scores.

5/8/20241 min read

An industrial building with a tower structure composed of steel beams and brick walls, viewed from a low angle. The architectural design features geometric shapes and a framework of scaffolding. The sky is overcast with a mix of clouds, adding a dramatic effect to the scene.
An industrial building with a tower structure composed of steel beams and brick walls, viewed from a low angle. The architectural design features geometric shapes and a framework of scaffolding. The sky is overcast with a mix of clouds, adding a dramatic effect to the scene.

Data engineering solutions

Data

Engineering global wave activity with advanced modeling.

© 2025. All rights reserved.