Application of model compression in turbulent cascade processes

Harness advanced methodologies for turbulence analysis and forecasting with our innovative solutions.

About VCCX

Innovating turbulence analysis through advanced data curation and hybrid training methodologies for real-time forecasting solutions.

A large turboprop aircraft is visible on the runway, framed through an orange-colored fence in the foreground. The sky above is partly cloudy, and the surrounding landscape appears to be grassy, typical of an airport environment. A yellow sign with a letter and number is also visible near the fence.
A large turboprop aircraft is visible on the runway, framed through an orange-colored fence in the foreground. The sky above is partly cloudy, and the surrounding landscape appears to be grassy, typical of an airport environment. A yellow sign with a letter and number is also visible near the fence.
A close-up view of the nose of a turquoise airplane with windows visible at the top. The sky is overcast, creating a dull, gray background that contrasts with the shiny surface of the aircraft.
A close-up view of the nose of a turquoise airplane with windows visible at the top. The sky is overcast, creating a dull, gray background that contrasts with the shiny surface of the aircraft.

Turbulence Insights Delivered

Harnessing advanced methodologies for real-time turbulence forecasting and data-driven insights.

Data Curation

Extract and annotate turbulence subsets with multiscale features for enhanced analysis and understanding.

A commercial airplane is on the tarmac under a partly cloudy sky. The aircraft bears the logo 'Fits Air' on its fuselage, and there are a few orange traffic cones placed nearby. The runway has visible markings, and there are patches of greenery seen in the background.
A commercial airplane is on the tarmac under a partly cloudy sky. The aircraft bears the logo 'Fits Air' on its fuselage, and there are a few orange traffic cones placed nearby. The runway has visible markings, and there are patches of greenery seen in the background.
Hybrid Training

Specialized fine-tuning for cascade dynamics with physics-aware loss for accurate turbulence modeling.

A large commercial airplane navigates through a cloudy sky, flying over a serene lake. The lake reflects the scattered clouds and the surrounding autumnal trees, which exhibit a range of colors from green to orange. The scene is tranquil with a hint of an impending change in weather.
A large commercial airplane navigates through a cloudy sky, flying over a serene lake. The lake reflects the scattered clouds and the surrounding autumnal trees, which exhibit a range of colors from green to orange. The scene is tranquil with a hint of an impending change in weather.

Turbulence Dynamics

Innovative methodologies for analyzing and forecasting turbulence phenomena.

A large passenger airplane is positioned on the tarmac, capturing the intricate design of its nose and cockpit windows. A pilot is visible inside, engaging with flight instruments against a backdrop of a partly cloudy sky. The horizon is lined with trees and a golden field, while a ground vehicle and safety cones are visible near the aircraft.
A large passenger airplane is positioned on the tarmac, capturing the intricate design of its nose and cockpit windows. A pilot is visible inside, engaging with flight instruments against a backdrop of a partly cloudy sky. The horizon is lined with trees and a golden field, while a ground vehicle and safety cones are visible near the aircraft.
Data Curation

We extract and annotate subsets of turbulence data with multiscale features for enhanced analysis and understanding of complex fluid dynamics.

A serene seascape featuring a calm body of water stretching towards the horizon. Wind turbines are visible in the distance beneath a sky that is predominantly overcast with patches of blue. A small airplane is flying high in the sky.
A serene seascape featuring a calm body of water stretching towards the horizon. Wind turbines are visible in the distance beneath a sky that is predominantly overcast with patches of blue. A small airplane is flying high in the sky.
Hybrid Training

Our two-phase fine-tuning process specializes in cascade dynamics, utilizing physics-aware loss to ensure accurate and reliable turbulence predictions in real-time applications.

Methodology

Utilizing advanced techniques for turbulence analysis.

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