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Distilling deep optical flow stereo methods to retrieve dense three-dimensional wind fields

arXiv cs.LG · 2026-09-04 Cached

This paper proposes distilling deep optical flow stereo methods into a single-satellite model for efficient retrieval of dense three-dimensional wind fields, improving accuracy over traditional atmospheric motion vectors in certain spectral bands.

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#atmospheric-science

This Atlantic hurricane season is looking like a dud, but there will be a price to pay

Ars Technica · 2026-08-05 Cached

The 2026 Atlantic hurricane season is expected to be below normal due to a rapidly strengthening El Niño, with forecasters predicting fewer named storms and hurricanes.

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Does Aurora Encode Atmospheric Structure? Latent Regime Analysis and Attribution

arXiv cs.LG · 2026-06-26 Cached

This paper investigates the internal representations of the Aurora foundation weather model using PCA and layer-wise relevance propagation, finding that its latent space is organized by seasonal cycles and that the model learns meteorological coherence and vertical structure without explicit instruction.

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Gliderboy Reinvents Humble Weather Balloon with Flight Home

Hacker News Top · 2026-06-15

Gliderboy has developed a weather balloon that can glide back home after its mission, reinventing the humble weather balloon with autonomous return flight capability.

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AirCast-SR: A Foundation Model for Kilometer-Scale Atmospheric Super-Resolution via Latent Consistency Diffusion

arXiv cs.LG · 2026-05-27 Cached

AirCast-SR is a diffusion-based foundation model that downscales global AI weather forecasts from 0.25° to 1 km resolution at hourly cadence, producing 67-hour forecasts with near-zero bias and structural realism, while running inference in minutes on a single commodity GPU.

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Treetops glowing during storms captured on film for first time

Hacker News Top · 2026-04-22 Cached

Penn State researchers first documented natural corona discharges glowing on treetops during thunderstorms, confirming a 70-year-old hypothesis and revealing a new atmospheric source of hydroxyl radicals.

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