Data · dataset · 2024
Models and Prepared Datasets for Convolutional Long Short-Term Memory (ConvLSTM) Networks
Listed in DaRUS
The dataset contains trained ConvLSTM models for heat plume extension and the prepared dataset for training and testing.
Description
In this repo the code for model training and dataset preparation is published. The last relevant git commit is 0a148e6131b98260.
The prepared dataset for training is called ep_medium_1000dp_only_vary_dist inputs_ks. It consists of 1000 simulation runs from darus-3652 that are prepared for the ConvLSTM network. Each data point measures 320 m x 6400 m with 64 x 1280 cells.
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All parameters are constant except for the permeability, which varies across the domain and from data point to data point.
Links
Where it is published
- Dataverse dataset page darus.uni-stuttgart.de/dataset.xhtml?persistentId=doi%3A10.18419%2FDARUS-4514 ↗
landing page · from darus uni stuttgart de
- DOI doi.org/10.18419/darus-4514 ↗
DOI / persistent id · from darus uni stuttgart de
Catalogue records · 1
- Dataverse API darus.uni-stuttgart.de/api/datasets/:persistentId/?persistentId=doi%3A10.18419%2FDARU… ↗
metadata API · from darus uni stuttgart de
Topics
- Stated by source
- Computer and Information Science · Earth and Environmental Sciences
- From keywords
- Earth & Environmental Science
- Inferred from text
- Machine learning 72% · Simulation 75%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| DaRUS | doi:10.18419/DARUS-4514 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4611 | enrichment · darus uni stuttgart de | taxonomy-embedding@1.1.0 | title+keywords+description (72%) |
| concepts[field].dataverse_subject:computer-and-information-science | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].dataverse_subject:earth-and-environmental-sciences | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[field].local:field:earth-environmental | mapping · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /subjects |
| concepts[method].local:method:simulation | enrichment · darus uni stuttgart de | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| description | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /description |
| publication_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| title | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | /name |
| updated_date | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 | |
| version_label | source · darus uni stuttgart de | connector:darus_uni_stuttgart_de@1.0.0 |