Topography

How it works

Benefits

Highlighted claims

• High-resolution topography conditions the generation of fine-scale snowfall fields. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
• Conditioning on topography helps recover physically meaningful spatial structure from coarse climate forcing in mountainous terrain. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
• Uncertainty was higher in extreme topography and high precipitation areas and lower in flatter regions. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
• The generated fields express plausible ambiguity in distributing coarse precipitation across ridges, slopes, rain shadows, and high-relief maxima. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska