output
20172024
most citedWill Artificial Intelligence supersede Earth System and Climate Models?

301 citations

9 papers

cs.DL2024★ 62 cited

Applying the FAIR Principles to computational workflows

Sean R. Wilkinson, Meznah Aloqalaa, Khalid Belhajjame +20

Recent trends within computational and data sciences show an increasing recognition and adoption of computational workflows as tools for productivity and reproducibility that also…

cs.LG2024

Dynamic Deep Learning Based Super-Resolution For The Shallow Water Equations

Maximilian Witte, Fabricio Rodrigues Lapolli, Philip Freese +4

Using the nonlinear shallow water equations as benchmark, we demonstrate that a simulation with the ICON-O ocean model with a 20km resolution that is frequently corrected by a U-ne…

cs.HC2023

A Mathematical Foundation for the Spatial Uncertainty of Critical Points in Probabilistic Scalar Fields

Dominik Vietinghoff, Michael Böttinger, Gerik Scheuermann +1

Critical points mark locations in the domain where the level-set topology of a scalar function undergoes fundamental changes and thus indicate potentially interesting features in t…

cs.HC2022★ 3 cited

Visualizing Confidence Intervals for Critical Point Probabilities in 2D Scalar Field Ensembles

Dominik Vietinghoff, Michael Böttinger, Gerik Scheuermann +1

An important task in visualization is the extraction and highlighting of dominant features in data to support users in their analysis process. Topological methods are a well-known…

stat.ML2021★ 301 cited

Will Artificial Intelligence supersede Earth System and Climate Models?

Christopher Irrgang, Niklas Boers, Maike Sonnewald +4

We outline a perspective of an entirely new research branch in Earth and climate sciences, where deep neural networks and Earth system models are dismantled as individual methodolo…

math.OC2020★ 5 cited

Simultaneous optimisation of temperature and energy in linear energy system models

Patrik Schönfeldt, Adrian Grimm, Bhawana Neupane +6

Linear programming is used as a standard tool for optimising unit commitment or power flows in energy supply systems. For heat supply systems, however, it faces a relevant limitati…