Snow is a major source of streamflow in Central Alborz Mountains in northern Iran. Hence, understanding the spatial distribution and temporal variation of snow is crucial for proper management of limited water resources in this region. Since the in-situ measurements in the area are not sufficient, we used the Moderate Resolution Imaging Spectroradiometer (MODIS) snow cover products, for which their capabilities in providing a spatially distributed and accurate mapping of snow have been well demonstrated. In this analysis, we considered all the available MODIS acquisitions from both Aqua and Terra satellites for a total of 4873 daily tiles of MOD10A1 and MYD10A1 with 500-meters spatial resolution (version 5), collected during the winter seasons between years 2002 and 2015. The problem of cloud coverage, with serious constraints to the snow mapping in the area, is addressed by developing a sequential cloud removal algorithm, which applies different methods subsequently considering their performance in each month. The results indicate that the proposed algorithm is able to reduce 94% of cloud coverage and preserve the accuracy of cloud-removed area by 93%. In addition, a clear decreasing trend in snow cover is observed in the region. For example, trend analysis (at 10% significance level) shows that 61% of areas between 2000 and 2300 m elevation levels experienced a reduction in duration of annual snow cover. Moreover, a general reduction in the duration of snow season is also evident over the entire study area. In spite of short duration (13 years) used in this research, outcomes indicate a severe snow cover reduction during recent years. (C) 2017 Elsevier Inc. All rights reserved.
机构:
State Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou UniversityState Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou University
XiaoDong Huang
XiaoHua Hao
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Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of SciencesState Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou University
XiaoHua Hao
QiSheng Feng
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State Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou UniversityState Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou University
QiSheng Feng
Wei Wang
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State Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou UniversityState Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou University
Wei Wang
TianGang Liang
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State Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou UniversityState Key Laboratory of Grassland Agro-ecology Systems,College of Pastoral Agriculture Science and Technology,Lanzhou University
机构:
Univ Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
China Univ Geosci, Fac Earth Sci, Wuhan 430073, Peoples R China
Chinese Acad Sci, Inst Tibetan Plateau Res, Key Lab Tibetan Environm Changes & Land Surface P, Beijing 100085, Peoples R ChinaUniv Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
Gao, Yang
Xie, Hongjie
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Univ Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USAUniv Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
Xie, Hongjie
Lu, Ning
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Univ Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaUniv Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
Lu, Ning
Yao, Tandong
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Chinese Acad Sci, Inst Tibetan Plateau Res, Key Lab Tibetan Environm Changes & Land Surface P, Beijing 100085, Peoples R ChinaUniv Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
Yao, Tandong
Liang, Tiangang
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Lanzhou Univ, Coll Pastoral Agr Sci & Technol, Lanzhou 730020, Peoples R ChinaUniv Texas San Antonio, Lab Remote Sensing & Geoinformat, San Antonio, TX 78249 USA
机构:
Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Chinese Acad Sci, Heihe Remote Sensing Expt Res Stn, Lanzhou, Gansu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Hao, Xiaohua
Luo, Siqiong
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Luo, Siqiong
Che, Tao
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Chinese Acad Sci, Heihe Remote Sensing Expt Res Stn, Lanzhou, Gansu, Peoples R China
CAS Ctr Excellence Tibetan Plateau Earth Sci, Beijing, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Che, Tao
Wang, Jian
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Wang, Jian
Li, Hongyi
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Chinese Acad Sci, Heihe Remote Sensing Expt Res Stn, Lanzhou, Gansu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Li, Hongyi
Dai, Liyun
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Chinese Acad Sci, Heihe Remote Sensing Expt Res Stn, Lanzhou, Gansu, Peoples R China
Nanjing Normal Univ, Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing, Jiangsu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Dai, Liyun
Huang, Xiaodong
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Lanzhou Univ, Coll Pastoral Agr Sci & Technol, State Key Lab Grassland Agroecosyst, Lanzhou, Gansu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China
Huang, Xiaodong
Feng, Qisheng
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机构:
Lanzhou Univ, Coll Pastoral Agr Sci & Technol, State Key Lab Grassland Agroecosyst, Lanzhou, Gansu, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China