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 in | Remote sensing of environment Vol. 85; no. 1; pp. 64 - 77 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
New York, NY
Elsevier Inc
25.04.2003
Elsevier Science |
Subjects | |
Online Access | Get full text |
ISSN | 0034-4257 1879-0704 |
DOI | 10.1016/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. |
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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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Keywords | Imaging spectrometry AVIRIS Mapping Albedo Snow Grain size Infrared spectrometry Image analysis Snow cover Algorithm Space remote sensing |
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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 |
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