Probabilistic Snowfall Downscaling

Uses

How it works

Benefits

Highlighted claims

• The study targets annual maximum 3-day snowfall over coastal and southeast Alaska. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
• The generated ensemble preserves uncertainty as a distribution rather than producing only one deterministic estimate. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
• Ensemble deviations were spatially coherent and tied to terrain rather than random texture. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska
• Ensemble spread can indicate where fine-scale precipitation is predictable from coarse forcing and where uncertainty remains high. — Conditional Flow Matching for Probabilistic Downscaling of Maximum 3-day Snowfall in Alaska