A global soil spectral grid based on space sensing

Soils provide a range of essential ecosystem services for sustaining life, including climate regulation. Advanced technologies support the protection and restoration of this natural resource. We developed the first fine resolution spectral grid of bare soils by processing a spatiotemporal satellite data cube spanning the globe. Landsat imagery provided a 30 m composite soil image using the Geospatial Soil Sensing System (GEOS3), which calculates the median of pixels from the 40-year time series (1984–2022). The map of the Earth's bare soil covers nearly 90 % of the world's drylands. The modeling resulted in 10 spectral patterns of soils worldwide. Results indicate that plant residue and unknown soil patterns are the main factors that affect soil reflectance. Elevation and the shortwave infrared (SWIR2) band show the highest importance, with 78 and 80 %, respectively, suggesting that spectral and geospatial proxies provide inference on soils. We showcase that spectral groups are associated with environmental factors (climate, land use and land cover, geology, landforms, and soil). These outcomes represent an unprecedented information source capable of unveiling nuances on global soil conditions. Information derived from reflectance data supports the modeling of several soil properties with applications in soil-geological surveying, smart agriculture, soil tillage optimization, erosion monitoring, soil health, and climate change studies. Our comprehensive spectrally-based soil grid can address global needs by informing stakeholders and supporting policy, mitigation planning, soil management strategy, and soil, food, and climate security interventions.

Авторы
Demattê J.A. 1 , Rizzo Rodnei 1 , Rosin N.A. 1 , Poppiel R.R. 1 , Novais J.J. 1 , Amorim M.T. 1 , Rodriguez-Albarracín H.S. 1 , Rosas J.T. 1 , Bartsch B.D. 1 , Vogel L.G. 1 , Minasny Budiman 2 , Grunwald Sabine 3 , Ge Yufeng 4 , Ben-Dor Eyal 5 , Gholizadeh Asa 6 , Gomez Cecile 7, 8 , Chabrillat Sabine 9, 10 , Francos Nicolas 2 , Fiantis Dian 11 , Belal Abdelaziz 12 , Tsakiridis Nikolaos 13 , Kalopesa Eleni 13 , Naimi Salman 14 , Ayoubi Shamsollah 14 , Tziolas Nikolaos 3 , Das B.S. 15 , Zalidis George 13 , Francelino M.R. 16 , Mello D.C. 16 , Hafshejani N.A. 14 , Peng Yi 17 , Ma Yuxin 18 , Coblinski J.A. 19 , Wadoux A.M. 7 , Savin Igor 20, 22 , Malone B.P. 21 , Karyotis Konstantinos 13 , Milewski Robert 9 , Vaudour Emmanuelle 23 , Wang Changkun 17 , Salama E.S. 12, 22 , Shepherd K.D. 24
Издательство
Elsevier Science Publishing Company, Inc.
Язык
Английский
Страницы
178791
Статус
Опубликовано
Том
968
Год
2025
Организации
  • 1 University of Sao Paulo
  • 2 The University of Sydney
  • 3 University of Florida
  • 4 University of Nebraska-Lincoln
  • 5 Tel Aviv University
  • 6 Czech University of Life Sciences
  • 7 INRAE
  • 8 Indian Institute of Science
  • 9 GFZ Helmholtz Centre for Geosciences
  • 10 Leibniz University Hannover (LUH), Institute of Earth System Sciences
  • 11 Universitas Andalas
  • 12 National Authority for Remote Sensing and Space Sciences
  • 13 Aristotle University of Thessaloniki
  • 14 Isfahan University of Technology
  • 15 Indian Institute of Technology Kharagpur
  • 16 Federal University of Viçosa
  • 17 Institute of Soil Science
  • 18 New South Wales Department of Climate Change, Energy, the Environment and Water
  • 19 Institute of Soil Science and Plant Cultivation - State Research Institute
  • 20 Dokuchaev Soil Science Institute
  • 21 CSIRO Agriculture and Food
  • 22 Institute of Environmental Engineering, RUDN University
  • 23 Université Paris-Saclay
  • 24 Innovative Solutions for Decision Agriculture (iSDA)
Ключевые слова
Soil reflectance spectra; soil security; earth observation; digital soil mapping; agri-environmental policy
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