MIT Researchers Double Accuracy of Long-Range Weather Forecasting
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How it started
What happened
Researchers at Massachusetts Institute of Technology developed a new machine-learning model designed to improve weather forecasting beyond two weeks. The model learns to correct errors in existing forecasting models, doubling accuracy over the two-to-six-week timeframe when applied to a gold-standard model. This approach enables forecasts that have beaten climatologic averages for this specific range.
From mit.edu
Why it matters
The improved forecasting is relevant because Texas previously suffered a major energy infrastructure failure in 2021 following severe winter storms. The new technique is noted as being useful for farmers and members of the energy industry trying to match supply with demand.
From mit.edu
Who's involved
- Massachusetts Institute of TechnologyInstitution where the research was conducted
- Rodrigo FreitasProfessor at MIT who is part of the research team
- CohenResearcher involved in the team that developed the machine-learning model
Who could feel it
Possible knock-on effectsThese are possibilities Brind reasoned out, not predictions, and not advice. Most are not stated in any report.
- TexasSpeculative
Improved forecasting could allow Texas energy operators to better match supply and demand, reducing risk from extreme weather.
- Electric Reliability Council of TexasSpeculative
Improved forecasting might reduce operational risk and enhance grid stability for energy management.
- TeslaSpeculative
Better weather prediction could improve operational planning and mitigate supply chain disruptions for Tesla.
How it developed
Newest first. Tap a step to see who reported it.- MIT survey is sponsored by Dassault Systèmes and Breakthrough.Sub-event
Updates include MIT research publications, Texas energy forecasts, and academic personnel changes across several institutions.1 source
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The entities involved
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MIT
company in the Czech Republic
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Harvard College
undergraduate college of Harvard University in Cambridge, Massachusetts
- Cohen