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Satellite view of irrigated fields in the Imperial Valley, California, between El Centro and Holtville.

Imperial Valley, California

Smart farming with satellite data

Enhancing crop monitoring and yield forecasts.


Satellite imagery is now an ordinary part of precision farming. Multispectral imagery, from open missions such as Sentinel-2 [1] and from sharper commercial satellites, lets farmers and agribusinesses follow vegetation health, soil moisture and crop development across large areas [2].

Catching stress early

Maps of the Normalised Difference Vegetation Index (NDVI), made from satellite data, pick out stressed crops early [3], while there’s still time to adjust irrigation or target fertiliser where it’s needed. Used this way, imagery can improve yield forecasts, cut input costs and reduce farming’s environmental impact [2][4].

Sentinel-2 NDVI image from 2016 of farmland along the Milk River in Alberta, with healthy vegetation in green and sparse vegetation in red.

Milk River, Alberta. NDVI image from the USGS [5].

What it’s worth on the farm

4Earth Intelligence (4EI) has published case studies that put figures on it [4]. On wheat, analytics drawn from satellite imagery raised yields by 15%, because disease was spotted early enough to deal with [4]. Bean farmers could cut their fertiliser costs by 18% by using imagery to monitor soil nutrients and draw up fertility maps [4]. Analytics like these can be built into farm management software, as maps a farm manager can act on.

References

  1. European Space Agency. S2 Mission. SentiWiki, Copernicus Sentinel Online. https://sentiwiki.copernicus.eu/web/s2-mission
  2. Weiss, M., Jacob, F. and Duveiller, G. Remote sensing for agricultural applications: A meta-review. Remote Sensing of Environment, 236, 111402, 2020. https://doi.org/10.1016/j.rse.2019.111402
  3. U.S. Geological Survey, EROS Center. NDVI. Earthshots, USGS. https://eros.usgs.gov/earthshots/ndvi
  4. 4Earth Intelligence. 4EI’s Sustainability of Agriculture with Earth Observation. 4Earth Intelligence, 5 July 2024. https://www.4earthintelligence.com/insights/4eis-sustainability-of-agriculture-with-earth-observation/
  5. U.S. Geological Survey, EROS Center. Sentinel-2 Alberta NDVI. USGS, 2016. https://www.usgs.gov/media/images/sentinel-2-alberta-ndvi