Basil Kraft
@bask0.bsky.social
Scientist@ETH | Deep learning in hydrology
New paper: Sequential deep learning models offer only modest gains for upscaling land–atmosphere fluxes. The main bottlenecks are spatial sampling bias, which amplifies regional uncertainties and affects model sensitivity, and feature selection, which has large leverage on results.
🗞️ New article in Biogeosciences #EGU by Basil Kraft et al. ⬇️
On the added value of sequential deep learning for the upscaling of evapotranspiration
On the added value of sequential deep learning for the upscaling of evapotranspiration
On the added value of sequential deep learning for the upscaling of evapotranspiration
Abstract. Estimating ecosystem–atmosphere fluxes such as evapotranspiration (ET) in a robust manner and at a global scale remains a challenge. Methods based on machine learning (ML) have shown…
bg.copernicus.org
August 18, 2025 at 7:16 AM
New paper: Sequential deep learning models offer only modest gains for upscaling land–atmosphere fluxes. The main bottlenecks are spatial sampling bias, which amplifies regional uncertainties and affects model sensitivity, and feature selection, which has large leverage on results.
Reposted by Basil Kraft
Excited about our #AI based runoff reconstruction for #switzerland ranging back to 1962. Lead by @bask0.bsky.social, co-authored by @hydrologywsl.bsky.social , @soniaseneviratne.bsky.social , William Aeberhard, Michael Schirmer. hess.copernicus.org/articles/29/...
February 27, 2025 at 8:18 AM
Excited about our #AI based runoff reconstruction for #switzerland ranging back to 1962. Lead by @bask0.bsky.social, co-authored by @hydrologywsl.bsky.social , @soniaseneviratne.bsky.social , William Aeberhard, Michael Schirmer. hess.copernicus.org/articles/29/...
Reposted by Basil Kraft
Are you working on the intersection of hydrology and deep learning? Consider submitting your abstract to our #EGU25 session on "Deep Learning in Hydrology".
See detailed session description at meetingorganizer.copernicus.org/EGU25/sessio...
See detailed session description at meetingorganizer.copernicus.org/EGU25/sessio...
November 22, 2024 at 2:42 PM
Are you working on the intersection of hydrology and deep learning? Consider submitting your abstract to our #EGU25 session on "Deep Learning in Hydrology".
See detailed session description at meetingorganizer.copernicus.org/EGU25/sessio...
See detailed session description at meetingorganizer.copernicus.org/EGU25/sessio...