Data · collection
IAI-Scientific_Articles_ISP3_077_Published_009: Primary Production estimation in grasslands of Patagonia by ANN analysis of satellite and climatic data
Listed in NASA Earthdata CMR
"Aboveground Net Primary Production (ANPP), the rate of carbon accumulation in plants, is a key attribute of the ecosystem.
Description
In this paper we investigate its dynamics through ANN analysis of the temporal dynamics of the Normalized Difference Vegetation Index, a quantity derived from satellite observations which shows a strong correlation with the ANPP. Our results show that this analysis identifies important differences between two phytogeographical areas (Patagonian and Monte steppes) and allows for a satisfactory prediction of the NDVI values up to six months ahead.
On the basis of these results, we conclude that the combination of ANNs and satellite data offers a very promising alternative for the prediction of ANPP and forage availability over extensive rangelands, providing a critical piece of information to device sustainable systems in arid and semiarid lands".
Links
Catalogue records · 2
- CMR record cmr.earthdata.nasa.gov/search/concepts/C1214155332-SCIOPS.html ↗
catalogue entry · from NASA CMR
- CMR UMM-JSON cmr.earthdata.nasa.gov/search/concepts/C1214155332-SCIOPS.umm_json ↗
metadata API · from NASA CMR
Topics
- Stated by source
- Advanced Very High Resolution Radiometer · Grasslands · Infrared Imagery · NOAA Polar Orbiting Environmental Satellites · Primary Production · Shrubland/Scrub · Vegetation Index · Visible Imagery
- Inferred from text
- Satellite remote sensing 65%
Provenance · 1 source records, 15 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NASA Earthdata CMR | C1214155332-SCIOPS | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[instrument].gcmd_instrument:avhrr | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[measured_variable].gcmd:earth-science/biosphere/ecological-dynamics/ecosystem-functions/primary-production | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[measured_variable].gcmd:earth-science/biosphere/ecosystems/terrestrial-ecosystems/grasslands | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[measured_variable].gcmd:earth-science/biosphere/ecosystems/terrestrial-ecosystems/shrubland-scrub | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[measured_variable].gcmd:earth-science/biosphere/vegetation/vegetation-index | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[measured_variable].gcmd:earth-science/spectral-engineering/infrared-wavelengths/infrared-imagery | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[measured_variable].gcmd:earth-science/spectral-engineering/visible-wavelengths/visible-imagery | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| concepts[modality].local:modality:remote-sensing | enrichment · NASA CMR | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[platform].gcmd_platform:noaa-poes | source · NASA CMR | connector:nasa_cmr@1.0.0 | |
| description | source · NASA CMR | connector:nasa_cmr@1.0.0 | /umm/Abstract |
| spatial | source · NASA CMR | connector:nasa_cmr@1.0.0 | /umm/SpatialExtent |
| temporal | source · NASA CMR | connector:nasa_cmr@1.0.0 | /umm/TemporalExtents |
| title | source · NASA CMR | connector:nasa_cmr@1.0.0 | /umm/EntryTitle |
| version_label | source · NASA CMR | connector:nasa_cmr@1.0.0 |