Open Algorithms and Reproducible Computational Methods Across Geosciences
Session ID#: 280936
Session Description:
This session invites contributions on open algorithm development and computational methods across Solid Earth, atmospheric, hydrological, and ocean sciences. We aim to connect researchers analysing observational data, resolving subsurface and fluid-dynamic structures, and tracking processes across Earth system components - whether using physics-based models, interpretable data-driven methods, or hybrid approaches. Data-driven methods with post-hoc explainability are also welcome when backed by thorough verification.
We welcome studies on cross-disciplinary tool adoption, benchmark datasets, uncertainty quantification, and lessons from open science initiatives.
Topics include but are not limited to:
- Forward and inverse modelling
- Uncertainty quantification
- Interpretable and physics-informed machine learning
- Data processing and visualization
- Large-scale HPC implementations
- Cloud-based computational platforms
Index Terms:
0520 Data analysis: algorithms and implementation [COMPUTATIONAL GEOPHYSICS]
1622 Earth system modeling [GLOBAL CHANGE]
1906 Computational models, algorithms [INFORMATICS]
9820 Techniques applicable in three or more fields [GENERAL OR MISCELLANEOUS]