Data · dataset · 2026
3D geological uncertainty dataset and models for proxy-based uncertainty quantification in oil reservoir simulations
Listed in REDU - Unicamp Institutional Research Data Repository
This dataset supports the doctoral research entitled “Model Uncertainty Quantification to Improve Oil Reservoir Simulations”.
Description
It includes numerical reservoir simulation outputs, proxy model predictions, dimensionality-reduced geological representations, reconstructed 3D geological properties, and uncertainty quantification results obtained using deep learning models. The data were generated from a Brazilian offshore oil field and are intended to support reproducibility, validation, and future research on proxy modeling, geological uncertainty reconstruction, and uncertainty quantification in reservoir engineering.
Os dados não podem ser disponibilizados por questões de proteção intelectual. Para mais informações, contatar os responsáveis
Links
Where it is published
- Dataverse dataset page redu.unicamp.br/dataset.xhtml?persistentId=doi%3A10.25824%2Fredu%2FBHNWWX ↗
landing page · from redu unicamp br
- DOI doi.org/10.25824/redu/bhnwwx ↗
DOI / persistent id · from redu unicamp br
Catalogue records · 1
- Dataverse API redu.unicamp.br/api/datasets/:persistentId/?persistentId=doi%3A10.25824%2Fredu… ↗
metadata API · from redu unicamp br
Topics
- Stated by source
- Computer and Information Science · Engineering
- From keywords
- Computer Science & AI · Deep learning · Earth & Environmental Science · Engineering · Petroleum and reservoir engineering
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 14 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| REDU - Unicamp Institutional Research Data Repository | doi:10.25824/redu/BHNWWX | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:field:401907 | mapping · redu unicamp br | vocabulary-mapper@1.0.0 | keywords['Reservoir engineering'] |
| concepts[field].anzsrc:field:461103 | mapping · redu unicamp br | vocabulary-mapper@1.0.0 | keywords['Deep learning'] |
| concepts[field].dataverse_subject:computer-and-information-science | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /subjects |
| concepts[field].dataverse_subject:engineering | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /subjects |
| concepts[field].local:field:computer-science-ai | mapping · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /subjects |
| concepts[field].local:field:earth-environmental | mapping · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /subjects |
| concepts[field].local:field:engineering | mapping · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /subjects |
| concepts[method].local:method:simulation | enrichment · redu unicamp br | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | |
| description | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /description |
| publication_date | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | |
| title | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | /name |
| updated_date | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 | |
| version_label | source · redu unicamp br | connector:redu_unicamp_br@1.0.0 |