Wave Activity

Building a global dataset for wave activity analysis.

A detailed architectural model is displayed in the foreground, representing a complex of ancient structures and layout. Large windows in the background reveal a pyramid and natural landscape with trees and shrubs, bathed in daylight.

A detailed architectural model is displayed in the foreground, representing a complex of ancient structures and layout. Large windows in the background reveal a pyramid and natural landscape with trees and shrubs, bathed in daylight.

Model Architecture

Hybrid physics-ML with transformer attention heads.

A structural bridge framework towers into the foggy air, with dense mist obscuring the background. The construction features steel beams intersecting in a geometric pattern. Below, electrical wires stretch horizontally, adding complexity to the scene.

A structural bridge framework towers into the foggy air, with dense mist obscuring the background. The construction features steel beams intersecting in a geometric pattern. Below, electrical wires stretch horizontally, adding complexity to the scene.

Uncertainty Quantification

Bayesian NNs for confidence interval outputs.

An industrial structure stands tall against a backdrop of dark, ominous clouds. The building is metal-framed with a complex network of beams and staircases. Piles of reddish-brown earth or sand are heaped in front, contrasting with the greenery of distant trees.

An industrial structure stands tall against a backdrop of dark, ominous clouds. The building is metal-framed with a complex network of beams and staircases. Piles of reddish-brown earth or sand are heaped in front, contrasting with the greenery of distant trees.

A detailed model of a building complex, featuring red-tiled roofs and a prominent clock tower on a pastel green structure. The architecture includes multiple windows and entrance arches. The model is situated on a contrasting dark green background.

A detailed model of a building complex, featuring red-tiled roofs and a prominent clock tower on a pastel green structure. The architecture includes multiple windows and entrance arches. The model is situated on a contrasting dark green background.

Validation Methods

Using ECMWF's IFS system for evaluation.

API Integration

Automating script generation and ensemble design.

Global Wave Activity

Integrating ERA5 and CMIP6 for comprehensive wave activity datasets spanning 50 years.

An intricately designed architectural model showcasing detailed arches, columns, and vaulted ceilings. The model appears to represent a grand, multi-story structure with a white, ornate façade. The lighting highlights the detailed craftsmanship, revealing the interior's elegant and gothic-inspired design.

An intricately designed architectural model showcasing detailed arches, columns, and vaulted ceilings. The model appears to represent a grand, multi-story structure with a white, ornate façade. The lighting highlights the detailed craftsmanship, revealing the interior's elegant and gothic-inspired design.

Hybrid Physics-ML Model

Embedding quasi-geostrophic equations into transformer attention for advanced modeling.

Uncertainty Quantification

Utilizing Bayesian neural networks to provide confidence intervals for growth rates.

Validation Techniques

Conducting assessments using ECMWF's IFS system for reliable extreme event warnings.

A large industrial structure with multiple interconnected metal pipes and storage units, featuring angular and cylindrical shapes. The image depicts a complex assembly of platforms, ladders, and scaffolding arranged around rectangular and cylindrical components.

A large industrial structure with multiple interconnected metal pipes and storage units, featuring angular and cylindrical shapes. The image depicts a complex assembly of platforms, ladders, and scaffolding arranged around rectangular and cylindrical components.

Datasets

Comprehensive wave activity dataset integrating reanalysis and model outputs.

A modern industrial building with cylindrical structures and large metal pipes surrounded by steam or fog. The architecture features a teal-colored surface, lending a sleek and modern appearance, while the atmosphere is somewhat mysterious due to the misty surroundings.

A modern industrial building with cylindrical structures and large metal pipes surrounded by steam or fog. The architecture features a teal-colored surface, lending a sleek and modern appearance, while the atmosphere is somewhat mysterious due to the misty surroundings.

A detailed view of a complex engine or machinery component, featuring numerous metallic pipes, valves, and spherical objects. The structure is surrounded by a large yellow circular frame and is positioned against a ceiling with a grid-like pattern of beams.

A detailed view of a complex engine or machinery component, featuring numerous metallic pipes, valves, and spherical objects. The structure is surrounded by a large yellow circular frame and is positioned against a ceiling with a grid-like pattern of beams.

A person stands in a dimly lit room, looking at a large architectural model against a deep red background. The image is reflected on a polished floor, creating a symmetrical effect.

A person stands in a dimly lit room, looking at a large architectural model against a deep red background. The image is reflected on a polished floor, creating a symmetrical effect.

A misty industrial scene featuring large buildings and a metal framework structure, creating a sense of scale and infrastructure. The haziness adds an atmospheric and somewhat mysterious quality.

A misty industrial scene featuring large buildings and a metal framework structure, creating a sense of scale and infrastructure. The haziness adds an atmospheric and somewhat mysterious quality.

A highly detailed architectural model showcases an indoor setup with various tables and chairs arranged in sections. The structure has a metal framework supporting a semi-transparent fabric that appears to be waving or draped artistically. There is a prominent central structure, possibly representing a stage or performance area. The overall impression is sleek and modern, with a minimalist design.

A highly detailed architectural model showcases an indoor setup with various tables and chairs arranged in sections. The structure has a metal framework supporting a semi-transparent fabric that appears to be waving or draped artistically. There is a prominent central structure, possibly representing a stage or performance area. The overall impression is sleek and modern, with a minimalist design.