How can AI-driven predictive analytics enhance weather forecasting for better agricultural planning?
AI-driven predictive analytics can significantly enhance weather forecasting for better agricultural planning by leveraging advanced machine learning algorithms to analyze vast amounts of weather data. Here's how:
AI is improving climate forecasts
"Climate forecasting powered by artificial-intelligence (AI) algorithms could replace the equation-based systems that guide global policy. Some scientists are developing AI emulators that produce the same results as conventional models but do so much faster, using less energy. Others are hoping that AI systems can pick up on hidden patterns in climate data to make better predictions. Hybrids could embed machine-learning components inside physics-based models to gain better performance while being more trustworthy than models built entirely from AI. “I think the holy grail really is to use machine learning or AI tools to learn how to represent small-scale processes,” says climate scientist Tapio Schneider..."
https://www.nature.com/articles/d41586-024-00780-8
Lethal dust storms blanket Asia every spring — now AI could help predict them
As the annual phenomenon once again strikes East Asia, scientists are hard at work to better predict how they will affect people...
"Researchers in the region have been applying artificial intelligence (AI) and climate modelling to better predict this annual phenomenon. Better prediction could save tens of millions of yuan each year. In the first quarter of 2021 alone, dust storms caused losses worth more than 30 million yuan (US$4.15 million) in northern China, including damages to farms and houses..."
https://www.nature.com/articles/d41586-024-01076-7
Dear Sunil Meghwanshi , this is very promising solution!
The model, called Aurora forecasts global weather for ten days — all in less than a minute...
"The researchers trained Aurora on more than a million hours of data from six weather and climate models. After training the model, the team tweaked it to predict pollution and weather globally. The model generates a ten-day global weather forecast alongside the air-pollution prediction..."
https://www.nature.com/articles/d41586-024-01677-2