Data · dataset · 2026
Random‑forest‑based bathymetric inversion code for shallow lakes on the Tibetan Plateau using Sentinel‑2 imagery
Listed in ScienceDB
Overview This software package contains only the core MATLAB prediction scripts for lake bathymetric inversion used in the manuscript Bathymetry Mapping of Shallow Lakes on the Tibetan Plateau Using Sentinel‑2 Imagery and Machine Learning.
Description
It implements the random‑forest‑based bathymetric inversion workflow, including multi‑scale spatial‑statistical‑feature extraction with the kernel‑median method, random‑forest regression prediction, smoothing via median and Frost filtering, and export of bathymetric rasters for plateau lakes.
No remote‑sensing imagery, in‑situ sample datasets or other auxiliary geospatial files are distributed with this code package; users must prepare their own input data.Implementation environment All scripts are written in MATLAB, and all core computations are completed within the MATLAB platform.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.010ik ↗
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
- Geomatic engineering 74%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.010ik | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4013 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (74%) |
| 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_text | source · scidb cn | connector:scidb_cn@1.0.0 | |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |