Retrieval of subpixel snow-covered area and grain size from imaging spectrometer data

We describe and validate an automated model that retrieves subpixel snow-covered area and effective grain size from Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) data. The model analyzes multiple endmember spectral mixtures with a spectral library of snow, vegetation, rock, and soil. We de...

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Published inRemote sensing of environment Vol. 85; no. 1; pp. 64 - 77
Main Authors Painter, Thomas H., Dozier, Jeff, Roberts, Dar A., Davis, Robert E., Green, Robert O.
Format Journal Article
LanguageEnglish
Published New York, NY Elsevier Inc 25.04.2003
Elsevier Science
Subjects
Online AccessGet full text
ISSN0034-4257
1879-0704
DOI10.1016/S0034-4257(02)00187-6

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Abstract We describe and validate an automated model that retrieves subpixel snow-covered area and effective grain size from Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) data. The model analyzes multiple endmember spectral mixtures with a spectral library of snow, vegetation, rock, and soil. We derive snow spectral endmembers of varying grain size from a radiative transfer model; spectra for vegetation, rock, and soil were collected in the field and laboratory. For three AVIRIS images of Mammoth Mountain, California that span common snow conditions for winter through spring, we validate the estimates of snow-covered area with fine-resolution aerial photographs and validate the estimates of grain size with stereological analysis of snow samples collected within 2 h of the AVIRIS overpasses. The RMS error for snow-covered area retrieved from AVIRIS for the combined set of three images was 4%. The RMS error for snow grain size retrieved from a 3×3 window of AVIRIS data for the combined set of three images is 48 μm, and the RMS error for reflectance integrated over the solar spectrum and over all hemispherical reflectance angles is 0.018.
AbstractList We describe and validate an automated model that retrieves subpixel snow-covered area and effective grain size from Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) data. The model analyzes multiple endmember spectral mixtures with a spectral library of snow, vegetation, rock, and soil. We derive snow spectral endmembers of varying grain size from a radiative transfer model; spectra for vegetation, rock, and soil were collected in the field and laboratory. For three AVIRIS images of Mammoth Mountain, California that span common snow conditions for winter through spring, we validate the estimates of snow-covered area with fine-resolution aerial photographs and validate the estimates of grain size with stereological analysis of snow samples collected within 2 h of the AVIRIS overpasses. The RMS error for snow-covered area retrieved from AVIRIS for the combined set of three images was 4%. The RMS error for snow grain size retrieved from a 3×3 window of AVIRIS data for the combined set of three images is 48 μm, and the RMS error for reflectance integrated over the solar spectrum and over all hemispherical reflectance angles is 0.018.
We describe and validate an automated model that retrieves subpixel snow- covered area and effective grain size from Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) data. The model analyzes multiple endmember spectral mixtures with a spectral library of snow, vegetation, rock, and soil. We derive snow spectral endmembers of varying grain size from a radiative transfer model; spectra for vegetation, rock, and soil were collected in the field and laboratory. For three AVIRIS images of Mammoth Mountain, California that span common snow conditions for winter through spring, we validate the estimates of snow-covered area with fine-resolution aerial photographs and validate the estimates of grain size with stereological analysis of snow samples collected within 2 h of the AVIRIS overpasses. The RMS error for snow-covered area retrieved from AVIRIS for the combined set of three images was 4%. The RMS error for snow grain size retrieved from a 3x3 window of AVIRIS data for the combined set of three images is 48 mu m, and the RMS error for reflectance integrated over the solar spectrum and over all hemispherical reflectance angles is 0.018.
We describe and validate an automated model that retrieves subpixel snow- covered area and effective grain size from Airborne Visible /Infrared Imaging Spectrometer (AVIRIS) data. The model analyzes multiple endmember spectral mixtures with a spectral library of snow, vegetation, rock, and soil. We derive snow spectral endmembers of varying grain size from a radiative transfer model; spectra for vegetation, rock, and soil were collected in the field and laboratory. For three AVIRIS images of Mammoth Mountain, California that span common snow conditions for winter through spring, we validate the estimates of snow-covered area with fine-resolution aerial photographs and validate the estimates of grain size with stereological analysis of snow samples collected within 2 h of the AVIRIS overpasses. The RMS error for snow-covered area retrieved from AVIRIS for the combined set of three images was 4 percent. The RMS error for snow grain size retrieved from a 3x3 window of AVIRIS data for the combined set of three images is 48 [mu]m, and the RMS error for reflectance integrated over the solar spectrum and over all hemispherical reflectance angles is 0.018.
Author Roberts, Dar A.
Davis, Robert E.
Painter, Thomas H.
Dozier, Jeff
Green, Robert O.
Author_xml – sequence: 1
  givenname: Thomas H.
  surname: Painter
  fullname: Painter, Thomas H.
  email: tpainter@cires.colorado.edu
  organization: Department of Geography and Institute for Computational Earth System Science, University of California, Santa Barbara, Santa Barbara, CA 93106, USA
– sequence: 2
  givenname: Jeff
  surname: Dozier
  fullname: Dozier, Jeff
  email: dozier@bren.ucsb.edu
  organization: Donald Bren School of Environmental Science and Management, University of California, Santa Barbara, Santa Barbara, CA 93106, USA
– sequence: 3
  givenname: Dar A.
  surname: Roberts
  fullname: Roberts, Dar A.
  email: dar@geog.ucsb.edu
  organization: Department of Geography, University of California, Santa Barbara, Santa Barbara, CA 93106, USA
– sequence: 4
  givenname: Robert E.
  surname: Davis
  fullname: Davis, Robert E.
  email: Robert.E.Davis@erdc.usace.army.mil
  organization: U.S. Army, Cold Regions Research and Engineering Laboratory, Hanover, NH 03755, USA
– sequence: 5
  givenname: Robert O.
  surname: Green
  fullname: Green, Robert O.
  email: rog@spectra.jpl.nasa.gov
  organization: Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91109, USA
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Issue 1
Keywords Imaging spectrometry
AVIRIS
Mapping
Albedo
Snow
Grain size
Infrared spectrometry
Image analysis
Snow cover
Algorithm
Space remote sensing
Language English
License https://www.elsevier.com/tdm/userlicense/1.0
CC BY 4.0
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PublicationDate 2003-04-25
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PublicationTitle Remote sensing of environment
PublicationYear 2003
Publisher Elsevier Inc
Elsevier Science
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Snippet We describe and validate an automated model that retrieves subpixel snow-covered area and effective grain size from Airborne Visible/Infrared Imaging...
We describe and validate an automated model that retrieves subpixel snow- covered area and effective grain size from Airborne Visible/Infrared Imaging...
We describe and validate an automated model that retrieves subpixel snow- covered area and effective grain size from Airborne Visible /Infrared Imaging...
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SubjectTerms Albedo
AVIRIS
Earth, ocean, space
Exact sciences and technology
External geophysics
Geophysics. Techniques, methods, instrumentation and models
Imaging spectrometry
Mapping
Snow
Snow. Ice. Glaciers
Title Retrieval of subpixel snow-covered area and grain size from imaging spectrometer data
URI https://dx.doi.org/10.1016/S0034-4257(02)00187-6
https://www.proquest.com/docview/17601668
https://www.proquest.com/docview/27952405
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