Table · dataset · 2026
Data and code for Scheduled Momentum Diffusion Improves Hydraulic Shock Fidelity in Strong-Form Shallow-Water Physics-Informed Neural Networks
Listed in figshare
Description
<pre>Companion data and code for "Scheduled Momentum Diffusion Improves Hydraulic Shock Fidelity in Strong-Form Shallow-Water Physics-Informed Neural Networks" by Huicong An and Chaojun Ouyang.<br><br>The package includes 102 formal shallow-water PINN experiments covering nine dam-break depth ratios (2:1 to 10:1), diffusion ablations, bounded Fourier/RAR/weak-form comparisons, a strong learned bed step, radial two-dimensional flow, a matched conservative-residual comparison, alternative diffusion operators, and steady subcritical flow over a smooth bump.
Formal comparisons retain all three seeds (2025, 2026 and 2027).<br><br>Contents comprise source code, resolved physical/training configurations, prediction fields, per-seed metrics, analytical references, three radial FVM reference grids, four Xia2017 smooth-step cross-checks, figure/table source data, and executable reproduction commands. The model archive contains 102 final states and 48 additional states supporting the training-evolution analysis.
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Configuration and evaluation records for 36 auxiliary calibration/selection runs are retained without their full fields or model weights.<br><br>The code_and_data archive supports rebuilding all six main and six supplementary figures, generating numerical summaries for all six tables, and recomputing field/reference metrics without retraining. The trained_models archive additionally supports inference checks and hydraulic re-evaluation.
PINN and FVM environments are documented separately. Software is licensed under MIT; numerical data, model weights, figures and standalone documentation are licensed under CC BY 4.0. See README.md and the file-level license map for details.</pre><p></p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33743488.v2 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Computer Science & AI · Earth & Environmental Science · Economics & Finance · Engineering · Humanities · Life Sciences · Medicine & Health · Ocean & Atmospheric Science · Physics · Social Science · Surface water hydrology
- Inferred from text
- Tabular 65%
Provenance · 1 source records, 19 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33743488 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:370704 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Surface water hydrology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:physics | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |