Microsoft has developed a new open-source machine learning tool called Probabilistic Bias Correction (PBC) that significantly improves the accuracy of weather forecasts beyond two weeks. This tool works by identifying and correcting systematic biases in existing physics-based or AI-driven weather models, rather than requiring a completely new model. Researchers claim PBC can run on CPUs, making it more accessible and cost-effective for weather agencies, and has shown substantial accuracy improvements in tests with leading models. AI
IMPACT Enhances the reliability of long-range weather predictions, aiding sectors like agriculture and emergency response with more accurate planning.
RANK_REASON The cluster describes a new software tool developed by a major tech company to improve an existing application area.
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- European Centre for Medium-Range Weather Forecasts
- Lester W. Mackey
- Microsoft
- Microsoft Research New England
- Nature
- Nvidia
- Probabilistic Bias Correction
- The Verge
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