Wave Activity

Building a global wave activity dataset using advanced modeling techniques.

A minimalist architectural model of a two-story building with an angular roof design. The structure features clean lines, multiple windows, and extended gutters, presented in a soft gradient lighting from blue to orange.
A minimalist architectural model of a two-story building with an angular roof design. The structure features clean lines, multiple windows, and extended gutters, presented in a soft gradient lighting from blue to orange.
Hybrid Modeling

Integrating physics and machine learning for enhanced predictions.

Urban scene featuring a mix of old and modern architecture with buildings and infrastructure elements. A plume of steam or smoke rises in the background against a cloudy sky, while parts of the buildings have snow on them. A road with a bridge passes overhead.
Urban scene featuring a mix of old and modern architecture with buildings and infrastructure elements. A plume of steam or smoke rises in the background against a cloudy sky, while parts of the buildings have snow on them. A road with a bridge passes overhead.
Uncertainty Quantification

Outputting confidence intervals via Bayesian neural networks.

A large, detailed mechanical engine model is displayed indoors. The engine's components are exposed and highlighted with green accents. Metallic fins are prominent at the top of the structure, indicating cooling mechanisms. The background features a partially visible window with blinds, suggesting a laboratory or workshop setting.
A large, detailed mechanical engine model is displayed indoors. The engine's components are exposed and highlighted with green accents. Metallic fins are prominent at the top of the structure, indicating cooling mechanisms. The background features a partially visible window with blinds, suggesting a laboratory or workshop setting.
A cityscape featuring a tall, modern skyscraper with a sharp pointed top, surrounded by other buildings of varying architectural styles. A river flows in the foreground, crossed by a bridge carrying a train. The sky is partly cloudy.
A cityscape featuring a tall, modern skyscraper with a sharp pointed top, surrounded by other buildings of varying architectural styles. A river flows in the foreground, crossed by a bridge carrying a train. The sky is partly cloudy.
Validation Methods

Conducting evaluations using ECMWF's IFS system for accuracy.

API Integration

Automating script generation for efficient ensemble design.

Advanced Data Engineering

Merging datasets to create a comprehensive global wave activity dataset for enhanced analysis.

An industrial structure with large metal frameworks, pipes, and a towering chimney under a partly cloudy sky. The structure features intricate ladders and platforms with rusted and weathered surfaces.
An industrial structure with large metal frameworks, pipes, and a towering chimney under a partly cloudy sky. The structure features intricate ladders and platforms with rusted and weathered surfaces.
Hybrid Physics-ML Model

Integrating physics with machine learning for advanced predictive modeling and analysis.

Uncertainty Quantification

Providing confidence intervals for growth rates using Bayesian neural networks for robust predictions.

Validation Techniques

Conducting assessments using ECMWF's IFS system to ensure model accuracy and reliability.

Data

Engineering global wave activity with advanced modeling.

© 2025. All rights reserved.