Estimating soil organic carbon from soil reflectance: a review

No abstract is available for this paper.

• Publication year

  2010

• Venue

  Precision Agriculture

• Publication date

  2010-02-01

• Fields of study

  Agricultural and Food Sciences, Environmental Science

• Identifiers
  DOI 10.1007/s11119-009-9123-3
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Remote Sensing of Soils

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• Introduction to Remote Sensing, 4th Edition - by James B. Campbell

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  2006influential reference
• VARIATION IN THE PRECISION OF SOIL ORGANIC CARBON MAPS DUE TO DIFFERENT LABORATORY AND SPATIAL PREDICTION METHODS

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  2002influential reference
• Creating Field Extent Digital Elevation Models for Precision Agriculture

  2002cited by this paper
• Mid-Infrared and Near-Infrared Diffuse Reflectance Spectroscopy for Soil Carbon Measurement

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• Variations in Reflectance of Tropical Soils: Spectral-Chemical Composition Relationships from AVIRIS data

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• Soil moisture and organic matter prediction of surface and subsurface soils using an NIR soil sensor

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  2000cited by this paper
• Field-Scale Mapping of Surface Soil Organic Carbon Using Remotely Sensed Imagery

  2000influential reference
• Evaluating Farmer Defined Management Zone Maps for Variable Rate Fertilizer Application

  2000cited by this paper
• Near Infrared Reflectance Spectroscopy for the Determination of Biological Activity in Agricultural Soils

  2000cited by this paper
• Contemporary land resource survey requires improvements in direct soil measurement

  2000cited by this paper
• Analysis of soil

  2000cited by this paper
• Management zones for soil N and P levels in the Northern Great Plains.

  2000cited by this paper
• Filtering SPOT imagery by kriging analysis

  2000cited by this paper
• An overview of pedometric techniques for use in soil survey

  2000cited by this paper
• Determination of organic matter in soils by FTIR/diffuse reflectance and multivariate calibration

  1999cited by this paper
• Relationship Between Spectral Data from an Aerial Image and Soil Organic Matter and Phosphorus Levels

  1999cited by this paper
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  1997cited by this paper
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  1997cited by this paper
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  1997cited by this paper
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  1996cited by this paper
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  1995cited by this paper
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  1994cited by this paper
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  1992influential reference
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  1992cited by this paper

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