Surrogate-assisted Bayesian inversion of 3D hydraulic conductivity fields on unstructured geoscience meshes
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2026
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| _version_ | 1866902117714755584 |
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| author | Zhao, Zifei |
| author_facet | Zhao, Zifei |
| contents | <p>Initial public release of GeoHydroBayes3D.</p> <p>This release provides the source code, anonymized demonstration dataset, configuration files, and reproduction scripts for the surrogate-assisted Bayesian inversion framework for three-dimensional heterogeneous hydraulic conductivity fields on unstructured geoscience meshes.</p> <p>The repository includes modules for KD-tree based mapping, random field generation, PA-DNN surrogate modelling, baseline surrogate comparison, sensitivity analysis, and MCMC-based Bayesian inversion.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_20371908 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Surrogate-assisted Bayesian inversion of 3D hydraulic conductivity fields on unstructured geoscience meshes Zhao, Zifei <p>Initial public release of GeoHydroBayes3D.</p> <p>This release provides the source code, anonymized demonstration dataset, configuration files, and reproduction scripts for the surrogate-assisted Bayesian inversion framework for three-dimensional heterogeneous hydraulic conductivity fields on unstructured geoscience meshes.</p> <p>The repository includes modules for KD-tree based mapping, random field generation, PA-DNN surrogate modelling, baseline surrogate comparison, sensitivity analysis, and MCMC-based Bayesian inversion.</p> |
| title | Surrogate-assisted Bayesian inversion of 3D hydraulic conductivity fields on unstructured geoscience meshes |
| url | https://doi.org/10.5281/zenodo.20371908 |