Data · dataset · 2026
Data for: A hybrid physics–ML framework for integrating groundwater dynamics into land surface modeling
Listed in ScienceDB
Description
This dataset supports the manuscript “A hybrid physics–ML framework for integrating groundwater dynamics into land surface modeling.” It includes data used for model training and evaluation; additional data for post-processing and result analysis, including physical-model outputs with free-drainage boundaries; trained model checkpoints; outputs from land-surface-model coupled tests; training log files; runnable model templates; and figure-generation scripts.
The accompanying README describes the archive structure, data usage, and steps for reproducing the analyses. The associated model code and detailed documentation are available through the linked Zenodo archive (doi.org/10.5281/zenodo.20791904) and the actively maintained GitHub repository (github.com/aureliayang/ParFlow-nn)Version update (26 September 2026): A new archive, revised_supplementary_material_20260926.tar.gz, has been added.
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This folder contains processed data and scripts for reproducing the revised figures, statistical analyses, and computational efficiency results.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.41621 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Agriculture, land and farm management 75%
Provenance · 1 source records, 12 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.41621 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:3002 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (75%) |
| concepts[field].local:field:computer-science-ai | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |