Pinned Loading

1. japan-fire-dashboard japan-fire-dashboard Public

   Python

2. snowmelt-pinn snowmelt-pinn Public

   Physics-informed neural network for snowmelt emulation — outperforms unconstrained ML 6× on extreme out-of-distribution years

   Python

3. snowmelt-pinn-v2 snowmelt-pinn-v2 Public

   Continental-scale physics-informed neural network for western US snowmelt prediction ( 654 SNOTEL stations, 5.67M training rows, spatial melt maps 2000–2023, uncertainty quantification)

4. snowmelt-pinn-v3 snowmelt-pinn-v3 Public

   76-year western US snowmelt projections (2024–2100): PINN forced with CMIP6 (MRI-ESM2-0, GFDL-ESM4, CanESM5), SSP2-4.5 & SSP5-8.5 — Columbia and Missouri headwaters face 60%+ melt increase under hi…

   Python