Text · dataset · 2025
A COMPARATIVE STUDY OF ALGORITHMS FOR LAND COVER CHANGE
Listed in NASA Data Portal
A COMPARATIVE STUDY OF ALGORITHMS FOR LAND COVER CHANGE SHYAM BORIAH*, VARUN MITHAL*, ASHISH GARG*, VIPIN KUMAR*, MICHAEL STEINBACH*, CHRIS POTTER**, AND STEVE KLOOSTER*** Abstract.
Description
Ecosystem-related observations from remote sensors on satellites offer huge potential for understanding the location and extent of global land cover change. This paper presents a comparative study of three time series based algorithms for detecting changes in land cover.
The techniques are evaluated quantitatively using forest fire ground truth from the state of California for 2000–2009. On relatively high quality data sets, all three schemes perform reasonably well, but their ability to handle noise and natural variability in the vegetation data differs dramatically. In particular, one of the algorithms significantly outperforms the other two since it accounts for variability in the time series.
Links
Get the data
- Paper 14 .pdf c3.nasa.gov/dashlink/static/media/publication/Paper_14_.pdf ↗
download · from data nasa gov
Where it is published
- NASA Data Portal dataset page data.nasa.gov/dataset/a-comparative-study-of-algorithms-for-land-cover-change ↗
landing page · from data nasa gov
Catalogue records · 1
- CKAN API data.nasa.gov/api/3/action/package_show?id=0197e46d-2b36-4c50-8f4a-f9dc4da46… ↗
metadata API · from data nasa gov
Topics
- Inferred from text
- Computational modelling and simulation in earth sciences 76%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NASA Data Portal | 0197e46d-2b36-4c50-8f4a-f9dc4da46fad | 12 d ago | JSON v1 |
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|---|---|---|---|
| concepts[field].anzsrc:field:370401 | enrichment · data nasa gov | taxonomy-embedding@1.1.0 | title+keywords+description (76%) |
| created_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| description | source · data nasa gov | connector:data_nasa_gov@1.0.0 | /notes |
| license_text | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| publication_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| title | source · data nasa gov | connector:data_nasa_gov@1.0.0 | /title |
| updated_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 |