Articles | Volume 13, issue 10
https://doi.org/10.5194/essd-13-4711-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Special issue:
https://doi.org/10.5194/essd-13-4711-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
The NIEER AVHRR snow cover extent product over China – a long-term daily snow record for regional climate research
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Key Laboratory of Remote Sensing of Gansu Province, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Guanghui Huang
College of Earth and Environmental Sciences, Lanzhou University,
Lanzhou 730000, China
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Key Laboratory of Remote Sensing of Gansu Province, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Wenzheng Ji
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Xingliang Sun
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Engineering Laboratory for National Geographic State Monitoring,
Lanzhou Jiaotong University, Lanzhou 730070, China
Qin Zhao
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Hongyu Zhao
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Jian Wang
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Key Laboratory of Remote Sensing of Gansu Province, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Hongyi Li
Heihe Remote Sensing Experimental Research Station, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Key Laboratory of Remote Sensing of Gansu Province, Northwest
Institute of Eco-Environment and Resources, Chinese Academy of Sciences,
Lanzhou 730000, China
Qian Yang
School of Geomatics and Prospecting Engineering, Jilin Jianzhu
University, Changchun 130118, China
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40 citations as recorded by crossref.
- Effective Improvement of the Accuracy of Snow Cover Discrimination Using a Random Forests Algorithm Considering Multiple Factors: A Case Study of the Three-Rivers Headwater Region, Tibet Plateau R. He et al. 10.3390/rs15194644
- Development of a cloud-free MODIS NDSI dataset (2001–2020) over Northeast China H. Guo et al. 10.1080/17538947.2024.2398062
- A new snow depth data set over northern China derived using GNSS interferometric reflectometry from a continuously operating network (GSnow-CHINA v1.0, 2013–2022) W. Wan et al. 10.5194/essd-14-3549-2022
- Detection of Wet Snow by Weakly Supervised Deep Learning Change Detection Algorithm with Sentinel-1 Data H. Gong et al. 10.3390/rs16193575
- A New Index for Snow/Ice/Ice‐Snow Discrimination Based on BRDF Characteristic Observation Data W. Ji et al. 10.1029/2021JD035742
- Fusing daily snow water equivalent from 1980 to 2020 in China using a spatiotemporal XGBoost model L. Sun et al. 10.1016/j.jhydrol.2024.130876
- A dataset of snow cover phenology in China based on AVHRR from 1980 to 2020 X. HAO et al. 10.11922/11-6035.ncdc.2021.0026.zh
- A dataset of Landsat 8 snow coverage in the central and eastern Himalayas from 2013 to 2020 S. HE et al. 10.11922/11-6035.csd.2022.0005.zh
- Response of runoff and its components to climate change in the Manas River of the Tian Shan Mountains Z. Yang & P. Bai 10.1016/j.accre.2024.01.005
- A New Retrieval Algorithm of Fractional Snow over the Tibetan Plateau Derived from AVH09C1 H. Yin et al. 10.3390/rs16132260
- Development and validation of a new MODIS snow-cover-extent product over China X. Hao et al. 10.5194/hess-26-1937-2022
- A novel fine-resolution snow depth retrieval model to reveal detailed spatiotemporal patterns of snow cover in Northeast China Y. Wei et al. 10.1080/17538947.2023.2196446
- The Arabian Sea and Bay of Bengal play a key role in extreme precipitation during the snow season over the Tibetan Plateau W. Wang et al. 10.1002/joc.8431
- Classification of Snow Cover Persistence across China H. Li et al. 10.3390/w14060933
- Towards a gapless 1 km fractional snow cover via a data fusion framework X. Xiao et al. 10.1016/j.isprsjprs.2024.07.018
- Increased snow cover enhances gross primary productivity in cold and dry regions of the Tibetan Plateau H. Liu et al. 10.1002/ecs2.4656
- The Evaluation of Snow Depth Simulated by Different Land Surface Models in China Based on Station Observations S. Sun et al. 10.3390/su151411284
- Historical and real-time estimation of snow depth in Eurasia based on multiple passive microwave data L. Dai et al. 10.1016/j.accre.2023.07.003
- Evaluation of Downward Shortwave Radiation Products Over the Loess Plateau Q. Tian et al. 10.1109/JSTARS.2023.3346032
- The continuing shrinkage of snow cover in High Mountain Asia over the last four decades Y. Li et al. 10.1016/j.scib.2022.09.012
- Unraveling the effects of snow cover change on vegetation productivity: Insights from underlying surface types Y. Wang et al. 10.1002/ecs2.4855
- Retrieval of Fractional Snow Cover over High Mountain Asia Using 1 km and 5 km AVHRR/2 with Simulated Mid-Infrared Reflective Band F. Pan et al. 10.3390/rs14143303
- Detection of Snow Cover from Historical and Recent AVHHR Data—A Thematic TIMELINE Processor S. Rößler & A. Dietz 10.3390/geomatics2010009
- Identifying Wet and Dry Snow With Dual-Polarized C-Band SAR Data Based on Markov Random Field Model C. Liu et al. 10.1109/LGRS.2023.3266399
- Extraction of snow melting duration and its spatiotemporal variations in the Tibetan Plateau based on MODIS product H. Jin et al. 10.1016/j.asr.2022.04.018
- Towards large-scale daily snow density mapping with spatiotemporally aware model and multi-source data H. Wang et al. 10.5194/tc-17-33-2023
- MODIS daily cloud-gap-filled fractional snow cover dataset of the Asian Water Tower region (2000–2022) F. Pan et al. 10.5194/essd-16-2501-2024
- Contrasting changes of snow cover between different regions of the Tibetan Plateau during the latest 21 years Y. Gao et al. 10.3389/feart.2022.1075988
- Remote Sensing and Modeling of the Cryosphere in High Mountain Asia: A Multidisciplinary Review Q. Ye et al. 10.3390/rs16101709
- An Approach to Improve the Spatial Resolution and Accuracy of AMSR2 Passive Microwave Snow Depth Product Using Machine Learning in Northeast China Y. Wei et al. 10.3390/rs14061480
- STAR NDSI collection: a cloud-free MODIS NDSI dataset (2001–2020) for China Y. Jing et al. 10.5194/essd-14-3137-2022
- Spatial Trend and Impact of Snowmelt Rate in Spring across China’s Three Main Stable Snow Cover Regions over the Past 40 Years Based on Remote Sensing X. Wu et al. 10.3390/rs14174176
- Teleconnections among tipping elements in the Earth system T. Liu et al. 10.1038/s41558-022-01558-4
- A dataset for in situ snow characteristics in China (2017–2020) L. DAI et al. 10.11922/11-6035.ncdc.2022.0001.zh
- Characteristics and Attribution of Spatiotemporal Changes in Qilian Mountains' Runoff Over the Past Six Decades Z. Liu et al. 10.1029/2023JD039176
- Assessment of snow cover mapping algorithms from Landsat surface reflectance data and application to automated snowline delineation X. Xiao & S. Liang 10.1016/j.rse.2024.114163
- Mapping snow depth distribution from 1980 to 2020 on the tibetan plateau using multi-source remote sensing data and downscaling techniques Y. Ma et al. 10.1016/j.isprsjprs.2023.10.012
- Investigating the Effects of Snow Cover and Vegetation on Soil Temperature Using Remote Sensing Indicators in the Three River Source Region, China X. Tan et al. 10.3390/rs14164114
- CSEA: An electronic atlas of the spatiotemporal distribution of snow cover in China X. ZHANG et al. 10.11922/11-6035.ncdc.2021.0030.zh
- Development and Evaluation of a Cloud-Gap-Filled MODIS Normalized Difference Snow Index Product over High Mountain Asia G. Deng et al. 10.3390/rs16010192
Latest update: 23 Nov 2024
Short summary
Long-term snow cover data are not only of importance for climate research. Currently China still lacks a high-quality snow cover extent (SCE) product for climate research. This study develops a multi-level decision tree algorithm for cloud and snow discrimination and gap-filled technique based on AVHRR surface reflectance data. We generate a daily 5 km SCE product across China from 1981 to 2019. It has high accuracy and will serve as baseline data for climate and other applications.
Long-term snow cover data are not only of importance for climate research. Currently China still...
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