Data · dataset · 2023
Data for A method for assessment of the general circulation model quality using k-means clustering algorithm
Listed in TalTech Data
The dataset consists of simulated and observed salinity/temperature data which were used in the manuscript "A method for assessment of the general circulation model quality using k-means clustering algorithm" submitted to Geoscientific Model Development.
Description
The model simulation dataset is from long-term 3D circulation model simulation (Maljutenko and Raudsepp 2014, 2019). The observations are from the "Baltic Sea - Eutrophication and Acidity aggregated datasets 1902/2017 v2018" SMHI (2018).
The files are in simple comma separated table format without headers. The Dout-t_z_lat_lon_Smod_Sobs_Tmod_Tobs.csv file contains columns with following variables [units]: Time [matlab datenum units], Vertical coordinate [m], latitude [oN], longitude [oE], model salinity [g/kg], observed salinity [g/kg], model temperature [oC], observed temperature [oC]. The Dout-t_z_lat_lon_dS_dT_K1_K2_K3_K4_K5_K6_K7_K8_K9.csv file contains columns with following variables [units]: 4 first columns are the same as in the previous file, salinity error [g/kg], temperature error [oC], columns 7-8 are integers showing the cluster to which the error pair is designated. do_clust_valid_DataFig.m is a Matlab script which reads the two csv files (and optionally mask file Model_mask.mat), performs the clustering analysis and creates plots which are used in Manuscript.
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The script is organized into %% blocks which can be executed separately (default: ctrl+enter). k-means function is used from the Matlab Statistics and Machine Learning Toolbox. Additional software used in the do_clust_valid_DataFig.m: Author's auxiliary formatting scripts script/ datetick_cst.m do_fitfig.m do_skipticks.m do_skipticks_y.m Colormaps are generated using cbrewer.m (Charles, 2021). Moving average smoothing is performed using nanmoving_average.m (Aguilera, 2021).
Links
Where it is published
- TalTech Data record data.taltech.ee/records/vvzr1-8qs74 ↗
landing page · from data taltech ee
- DOI doi.org/10.5281/zenodo.4588510 ↗
DOI / persistent id · from data taltech ee
Catalogue records · 1
- InvenioRDM API data.taltech.ee/api/records/vvzr1-8qs74 ↗
metadata API · from data taltech ee
Topics
- Stated by source
- Baltic Sea · k-means · machine learning · model validation · salinity · temperature
- From keywords
- Computer Science & AI · Machine learning · Ocean & Atmospheric Science
- Inferred from text
- Simulation 75% · Tabular 65%
Provenance · 1 source records, 17 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| TalTech Data | vvzr1-8qs74 | 2 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[field].anzsrc:group:4611 | mapping · data taltech ee | vocabulary-mapper@1.0.0 | keywords['machine learning'] |
| concepts[field].local:field:computer-science-ai | mapping · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · data taltech ee | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:tabular | enrichment · data taltech ee | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[topic].invenio_subject:data_taltech_ee:baltic-sea | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[topic].invenio_subject:data_taltech_ee:k-means | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[topic].invenio_subject:data_taltech_ee:machine-learning | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[topic].invenio_subject:data_taltech_ee:model-validation | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[topic].invenio_subject:data_taltech_ee:salinity | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| concepts[topic].invenio_subject:data_taltech_ee:temperature | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| description | source · data taltech ee | connector:data_taltech_ee@1.0.0 | /metadata/description |
| license | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| publication_date | source · data taltech ee | connector:data_taltech_ee@1.0.0 | |
| title | source · data taltech ee | connector:data_taltech_ee@1.0.0 | /metadata/title |
| updated_date | source · data taltech ee | connector:data_taltech_ee@1.0.0 |