Storm chasing for information scientists: A Hurricane Milton case examine
On Wednesday, October 9, 2024, Hurricane Milton made landfall. The storm reached the west coast of Florida in the course of the night hours. It was the strongest tropical cyclone in 2024 to this point.
Right here, I discover how the AI climate mannequin PanguWeather predicted hurricane Milton. Code snippets are included that can assist you replicate and prolong my evaluation.
AI climate fashions use historic climate information to foretell immediately’s climate.
To generate your personal AI climate forecast, you want a pretrained climate mannequin and initialization information. Each can be found on Github by way of the European Heart for Medium-Vary Climate Forecasting (ECMWF).
I used the pretrained mannequin and initialization information offered by the European Heart for Medium-Vary Climate Forecasting to create a worldwide climate forecast.
Comply with the set up directions and begin the forecast:
ai-models --assets panguweather --input ecmwf-open-data panguweather
The beginning date for my forecast was Tuesday, October 8, 08:00 AM native time (EDT). It took 1.4 hours to finish on a laptop computer CPU. With a GPU, PanguWeather may ship a worldwide forecast in minutes.