Case-004: Wind Field and Climate Forecasting

Case Draft

Problem

Run short-term regional wind prediction and long-range climate trend estimation.

Why Important

Supports disaster prevention, energy dispatching, and climate adaptation.

Physics / Chemistry / Biology involved

• Atmospheric dynamics
• Ocean-atmosphere coupling
• Data assimilation and statistics

Mathematical Model

• Spatiotemporal dynamical models
• Regional/global coupled forecast models

AI Method

• Spatiotemporal forecasting networks
• Physics-guided hybrid models

HPC Method

• Multi-node batch inference
• Spatiotemporal block parallelization

Software Implementation

Candidate tool: ClimateCast-AI (prototype)

• Tool page: /en/software-factory/climatecast-ai

Validation

• Lead-time forecast accuracy
• Extreme weather detection metrics

Toolization Path

Toward a climate analytics and decision-support toolchain.