Climate Modeling with Generative AI

Challenge

Climate change is already driving significant impacts across New York, with projections estimating $10 billion in annual damages by 2050. Communities are increasingly vulnerable to extreme heat, flooding, and other climate-related risks.

However, existing climate models often operate at a coarse geographic scale, making them insufficient for local decision-making. City planners, emergency responders, and policymakers need detailed, neighborhood-level forecasts to effectively prepare for and mitigate these risks.

Generating such high-resolution models requires enormous computational power and the ability to integrate diverse datasets — capabilities that have historically been limited.

Researcher’s Approach Using Empire AI

The team combines AI with climate simulations and real-world data.
Empire AI enables large-scale simulations and data integration.

Without Empire AI, Models would remain too coarse for practical use.