Determination of snow cover from MODIS data for the Tibetan Plateau Region

This paper addresses a snow-mapping algorithm for the Tibetan Plateau region using Moderate Resolution Imaging Spectroradiometer (MODIS) data. Accounting for the effects of the atmosphere and terrain on the satellite observations at the top of the atmosphere (TOA), particularly in the rugged Tibetan...

Descripción completa

Detalles Bibliográficos
Autores principales: Tang, B.H., Shrestha, B., Li, Z.L., Liu, G., Ouyang, H., Gurung, D.R., Amarnath, Giriraj, Aung, K.S.
Formato: Journal Article
Lenguaje:Inglés
Publicado: Elsevier 2013
Materias:
Acceso en línea:https://hdl.handle.net/10568/40318
_version_ 1855533972468006912
author Tang, B.H.
Shrestha, B.
Li, Z.L.
Liu, G.
Ouyang, H.
Gurung, D.R.
Amarnath, Giriraj
Aung, K.S.
author_browse Amarnath, Giriraj
Aung, K.S.
Gurung, D.R.
Li, Z.L.
Liu, G.
Ouyang, H.
Shrestha, B.
Tang, B.H.
author_facet Tang, B.H.
Shrestha, B.
Li, Z.L.
Liu, G.
Ouyang, H.
Gurung, D.R.
Amarnath, Giriraj
Aung, K.S.
author_sort Tang, B.H.
collection Repository of Agricultural Research Outputs (CGSpace)
description This paper addresses a snow-mapping algorithm for the Tibetan Plateau region using Moderate Resolution Imaging Spectroradiometer (MODIS) data. Accounting for the effects of the atmosphere and terrain on the satellite observations at the top of the atmosphere (TOA), particularly in the rugged Tibetan Plateau region, the surface reflectance is retrieved from the TOA reflectance after atmospheric and topographic corrections. To reduce the effect of the misclassification of snow and cloud cover, a normalized difference cloud index (NDCI) model is proposed to discriminate snow/cloud pixels, separate from the MODIS cloud mask product MOD35. The MODIS land surface temperature (LST) product MOD11 L2 is also used to ensure better accuracy of the snow cover classification. Comparisons of the resulting snow cover with those estimated from high spatial-resolution Landsat ETM+ data and obtained from MODIS snow cover product MOD10 L2 for the Mount Everest region for different seasons in 2002, show that the MODIS snow cover product MOD10 L2 overestimates the snow cover with relative error ranging from 20.1% to 55.7%, whereas the proposed algorithm estimates the snow cover more accurately with relative error varying from 0.3% to 9.8%. Comparisons of the snow cover estimated with the proposed algorithm and those obtained from MOD10 L2 product with in situ measurements over the Hindu Kush-Himalayan (HKH) region for December 2003 and January 2004 (the snowy seasons) indicate that the proposed algorithm can map the snow cover more accurately with greater than 90% agreement.
format Journal Article
id CGSpace40318
institution CGIAR Consortium
language Inglés
publishDate 2013
publishDateRange 2013
publishDateSort 2013
publisher Elsevier
publisherStr Elsevier
record_format dspace
spelling CGSpace403182025-06-17T08:24:02Z Determination of snow cover from MODIS data for the Tibetan Plateau Region Tang, B.H. Shrestha, B. Li, Z.L. Liu, G. Ouyang, H. Gurung, D.R. Amarnath, Giriraj Aung, K.S. snow cover cloud cover satellite surveys data mapping indicators algorithms This paper addresses a snow-mapping algorithm for the Tibetan Plateau region using Moderate Resolution Imaging Spectroradiometer (MODIS) data. Accounting for the effects of the atmosphere and terrain on the satellite observations at the top of the atmosphere (TOA), particularly in the rugged Tibetan Plateau region, the surface reflectance is retrieved from the TOA reflectance after atmospheric and topographic corrections. To reduce the effect of the misclassification of snow and cloud cover, a normalized difference cloud index (NDCI) model is proposed to discriminate snow/cloud pixels, separate from the MODIS cloud mask product MOD35. The MODIS land surface temperature (LST) product MOD11 L2 is also used to ensure better accuracy of the snow cover classification. Comparisons of the resulting snow cover with those estimated from high spatial-resolution Landsat ETM+ data and obtained from MODIS snow cover product MOD10 L2 for the Mount Everest region for different seasons in 2002, show that the MODIS snow cover product MOD10 L2 overestimates the snow cover with relative error ranging from 20.1% to 55.7%, whereas the proposed algorithm estimates the snow cover more accurately with relative error varying from 0.3% to 9.8%. Comparisons of the snow cover estimated with the proposed algorithm and those obtained from MOD10 L2 product with in situ measurements over the Hindu Kush-Himalayan (HKH) region for December 2003 and January 2004 (the snowy seasons) indicate that the proposed algorithm can map the snow cover more accurately with greater than 90% agreement. 2013-04 2014-06-13T14:47:23Z 2014-06-13T14:47:23Z Journal Article https://hdl.handle.net/10568/40318 en Limited Access Elsevier Tang, B.-H.; Shrestha, B.; Li, Z.-L.; Liu, G.; Ouyang, H.; Gurung, D. R.; Amarnath, Giriraj; Aung, K. S. 2013. Determination of snow cover from MODIS data for the Tibetan Plateau Region. International Journal of Applied Earth Observation and Geoinformation, 21:356-365. doi: https://doi.org/10.1016/j.jag.2012.07.014
spellingShingle snow cover
cloud cover
satellite surveys
data
mapping
indicators
algorithms
Tang, B.H.
Shrestha, B.
Li, Z.L.
Liu, G.
Ouyang, H.
Gurung, D.R.
Amarnath, Giriraj
Aung, K.S.
Determination of snow cover from MODIS data for the Tibetan Plateau Region
title Determination of snow cover from MODIS data for the Tibetan Plateau Region
title_full Determination of snow cover from MODIS data for the Tibetan Plateau Region
title_fullStr Determination of snow cover from MODIS data for the Tibetan Plateau Region
title_full_unstemmed Determination of snow cover from MODIS data for the Tibetan Plateau Region
title_short Determination of snow cover from MODIS data for the Tibetan Plateau Region
title_sort determination of snow cover from modis data for the tibetan plateau region
topic snow cover
cloud cover
satellite surveys
data
mapping
indicators
algorithms
url https://hdl.handle.net/10568/40318
work_keys_str_mv AT tangbh determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT shresthab determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT lizl determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT liug determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT ouyangh determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT gurungdr determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT amarnathgiriraj determinationofsnowcoverfrommodisdataforthetibetanplateauregion
AT aungks determinationofsnowcoverfrommodisdataforthetibetanplateauregion