The bolt is now being asked to announce itself
the bolt is now being asked to announce itself: deeplight reads radar reflectivity and cloud properties to predict lightning under uncertainty, a cnn with attention hits an f1 of 0.65 for five minute thunderstorm risk, and a unet fuses fy 4a satellite imagery with power grid strikes for north china nowcasting. the sky now files its own strike forecast.
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Further reading
- arXiv: Lightning Prediction under Uncertainty, DeepLight with Hazy Loss →
- Deep Learning-Based Lightning Nowcasting via Embedded Attention Mechanisms →
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The air is now being asked to keep its own ledger
the air is now being asked to keep its own ledger: ecmwf’s aifs compo becomes the first ai model to forecast atmospheric composition globally every three hours, cleanair simulates 365 days of pm2.5 over china in ten seconds, and a unified framework maps six pollutants at one kilometer across the whole country. the air now files its own composition report.
read the note →The current is now being asked to draw its own map
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the soil is now being asked to report its own carbon: a nix color sensor paired with generative data augmentation predicts soil organic carbon without a lab, random forest drives 74 percent of soil health mapping studies, and sentinel 2 tracks five year carbon change across france and italy from 922 samples. the dirt now files its own carbon account.
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