Constructing a continuous-time prediction framework integrating fluid mechanics and AI for typhoon path prediction

Combining fluid mechanics and AI for accurate typhoon path forecasting.

Innovative Typhoon Prediction Framework

We combine fluid mechanics and AI models to enhance typhoon path predictions, optimizing accuracy and efficiency through rigorous experimental validation and comparative analysis with traditional forecasting methods.

A massive cyclone as seen from space, with a clearly defined eye at the center surrounded by swirling clouds and strong winds. The curvature of the Earth is visible, emphasizing the vastness of the storm in comparison to the planet.

A massive cyclone as seen from space, with a clearly defined eye at the center surrounded by swirling clouds and strong winds. The curvature of the Earth is visible, emphasizing the vastness of the storm in comparison to the planet.

Our Research Approach

Cutting-Edge Technology

Utilizing historical data, our framework integrates advanced algorithms like LSTM and transformers, ensuring precise predictions while leveraging APIs for seamless data processing and model training.

Advanced Typhoon Prediction

Leveraging AI and fluid mechanics for accurate typhoon path prediction and analysis.

Predictive Modeling

Dark storm clouds loom over a city skyline, with a prominent funnel cloud extending towards the ground. The city is surrounded by dense green foliage.

Dark storm clouds loom over a city skyline, with a prominent funnel cloud extending towards the ground. The city is surrounded by dense green foliage.

Utilizing historical data to train models for optimized typhoon prediction accuracy and efficiency.

Dark clouds loom over a turbulent sea, with large waves crashing against a series of concrete tetrapods on the shore.

Dark clouds loom over a turbulent sea, with large waves crashing against a series of concrete tetrapods on the shore.

Large ocean waves approach a coastal city with a line of modern high-rise buildings visible in the distance under a cloudy sky. The water appears turbulent, with whitecaps visible on the dark blue sea.

Large ocean waves approach a coastal city with a line of modern high-rise buildings visible in the distance under a cloudy sky. The water appears turbulent, with whitecaps visible on the dark blue sea.

Comparative Analysis

Evaluating new frameworks against traditional models for improved cyclone forecasting methods.

AI and Fluid Mechanics

Innovative research framework development for typhoon modeling.

Typhoon Prediction

Combining fluid mechanics and AI for accurate forecasting.

Dark storm clouds fill the sky, creating a dramatic and ominous atmosphere. A palm tree and other trees are visible against the backdrop of the looming clouds. The corner of a building is also apparent, with a flagpole nearby.

Dark storm clouds fill the sky, creating a dramatic and ominous atmosphere. A palm tree and other trees are visible against the backdrop of the looming clouds. The corner of a building is also apparent, with a flagpole nearby.

Model Development

Constructing a continuous-time prediction framework for typhoons.

Dark, swirling tornado-like clouds hover ominously over a cityscape with tall residential buildings. The atmosphere is tense as the storm threatens the urban area below. The scene is set in a late afternoon or early evening, casting a dramatic and shadowy effect over the landscape.

Dark, swirling tornado-like clouds hover ominously over a cityscape with tall residential buildings. The atmosphere is tense as the storm threatens the urban area below. The scene is set in a late afternoon or early evening, casting a dramatic and shadowy effect over the landscape.

Data Training

Utilizing historical data to optimize prediction model parameters.

A massive tornado swirls ominously over a vast open field, with dark, dense clouds trailing across the sky. Power lines stretch across the landscape, emphasizing the storm's scale. The horizon is shadowed by the approaching storm, while patches of green grass are visible in the foreground.

A massive tornado swirls ominously over a vast open field, with dark, dense clouds trailing across the sky. Power lines stretch across the landscape, emphasizing the storm's scale. The horizon is shadowed by the approaching storm, while patches of green grass are visible in the foreground.

Dark storm clouds loom over a coastal scene where the sea is a mixture of turquoise and deep blue. Two boats are present, one larger and partially visible on the left and another smaller one in the distance, near the center. The background features low hills dotted with wind turbines.

Dark storm clouds loom over a coastal scene where the sea is a mixture of turquoise and deep blue. Two boats are present, one larger and partially visible on the left and another smaller one in the distance, near the center. The background features low hills dotted with wind turbines.

Comparative Analysis

Evaluating accuracy and efficiency against traditional prediction methods.

API Support

Facilitating data preprocessing and model training processes.