Articles | Volume 26, issue 8
https://doi.org/10.5194/hess-26-1937-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-26-1937-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
19 Apr 2022
Research article |
| 19 Apr 2022
| 19 Apr 2022
Development and validation of a new MODIS snow-cover-extent product over China
Xiaohua Hao
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
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
Zhaojun Zheng
National Satellite Meteorological Center, China Meteorological Administration, Beijing 100081, China
Key Laboratory of Radiometric Calibration and Validation for Environmental satellites, China Meteorological Administration, Beijing 100081, 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
Wenzheng Ji
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
Xiaoyan Wang
College of Earth and Environmental Sciences, Lanzhou University, Lanzhou 730000, China
Viewed
Total article views: 2,864 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 22 Nov 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 2,019 | 773 | 72 | 2,864 | 31 | 45 |
- HTML: 2,019
- PDF: 773
- XML: 72
- Total: 2,864
- BibTeX: 31
- EndNote: 45
Total article views: 1,860 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 19 Apr 2022)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 1,353 | 465 | 42 | 1,860 | 25 | 36 |
- HTML: 1,353
- PDF: 465
- XML: 42
- Total: 1,860
- BibTeX: 25
- EndNote: 36
Total article views: 1,004 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 22 Nov 2021)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 666 | 308 | 30 | 1,004 | 6 | 9 |
- HTML: 666
- PDF: 308
- XML: 30
- Total: 1,004
- BibTeX: 6
- EndNote: 9
Viewed (geographical distribution)
Total article views: 2,864 (including HTML, PDF, and XML)
Thereof 2,711 with geography defined
and 153 with unknown origin.
Total article views: 1,860 (including HTML, PDF, and XML)
Thereof 1,750 with geography defined
and 110 with unknown origin.
Total article views: 1,004 (including HTML, PDF, and XML)
Thereof 961 with geography defined
and 43 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
26 citations as recorded by crossref.
- 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
- Comparison of Three Different Random Forest Approaches to Retrieve Daily High-Resolution Snow Cover Maps from MODIS and Sentinel-2 in a Mountain Area, Gran Paradiso National Park (NW Alps) C. Richiardi et al. 10.3390/rs15020343
- Mapping reveals contrasting change patterns of rain-on-snow events in China during 2001–2018 G. Zhou et al. 10.1016/j.jhydrol.2023.129089
- Performance of the WRF Model at the Convection‐Permitting Scale in Simulating Snowfall and Lake‐Effect Snow Over the Tibetan Plateau Q. Lin et al. 10.1029/2022JD038433
- Estimating Early Summer Snow Depth on Sea Ice Using a Radiative Transfer Model and Optical Satellite Data M. Wang & N. Oppelt 10.3390/rs15205016
- Adapting an Existing Empirical Algorithm for Microwave Land Surface Temperature Retrieval in China for AMSR2 Data Q. Zhang et al. 10.3390/rs15133228
- Random Forest-Based Snow Cover Mapping in China Using Fengyun-3B VIRR Data Y. Xie et al. 10.1007/s13351-023-3003-z
- Spatiotemporal variation of snow cover days and influencing factors on the Loess Plateau during 2000–2019 S. Li et al. 10.1016/j.jhydrol.2023.130419
- Evaluating MODIS snow products using an extensive wildlife camera network C. Breen et al. 10.1016/j.rse.2023.113648
- Snow Cover Phenology Change and Response to Climate in China during 2000–2020 Q. Zhao et al. 10.3390/rs14163936
- Multi-year mapping of flood autumn irrigation extent and timing in harvested croplands of arid irrigation district X. Qian et al. 10.1080/15481603.2022.2126342
- Snowmelt Runoff in the Yarlung Zangbo River Basin and Runoff Change in the Future H. Ji et al. 10.3390/rs15010055
- Validation of Cloud-Gap-Filled Snow Cover of MODIS Daily Cloud-Free Snow Cover Products on the Qinghai–Tibetan Plateau Y. Yuan et al. 10.3390/rs14225642
- An Improved Spatiotemporal Fusion Algorithm for Monitoring Daily Snow Cover Changes With High Spatial Resolution Y. Wang et al. 10.1109/TGRS.2022.3224126
- Quantifying the Effects of Snow on the Beginning of Vegetation Growth in the Mongolian Plateau X. Zhang et al. 10.3390/rs15051245
- Quantifying regional variability of machine-learning-based snow water equivalent estimates across the Western United States D. Liljestrand et al. 10.1016/j.envsoft.2024.106053
- Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard D. Liu et al. 10.3390/rs15051255
- What Is the Threshold Elevation at Which Climatic Factors Determine Snow Cover Variability? A Case Study of the Keriya River Basin W. Yan et al. 10.3390/rs15194725
- Assessment of snow simulation using Noah-MP land surface model forced by various precipitation sources in the Central Tianshan Mountains, Central Asia T. Yang et al. 10.1016/j.atmosres.2024.107251
- STAR NDSI collection: a cloud-free MODIS NDSI dataset (2001–2020) for China Y. Jing et al. 10.5194/essd-14-3137-2022
- The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas S. Taia et al. 10.3390/s23031246
- Snow Cover and Climate Change and Their Coupling Effects on Runoff in the Keriya River Basin during 2001–2020 W. Yan et al. 10.3390/rs15133435
- 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
- Effect of Cloud Mask on the Consistency of Snow Cover Products from MODIS and VIIRS A. Liu et al. 10.3390/rs14236134
- Reconstruction of Snow Cover in Kaidu River Basin via Snow Grain Size Gap-Filling Based on Machine Learning L. Zhu et al. 10.3390/w15213726
- Pattern and imprints of elevation-dependent warming on central Himalayan cryosphere as revealed by Earth Observation datasets P. Pandey et al. 10.1016/j.rines.2024.100021
26 citations as recorded by crossref.
- 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
- Comparison of Three Different Random Forest Approaches to Retrieve Daily High-Resolution Snow Cover Maps from MODIS and Sentinel-2 in a Mountain Area, Gran Paradiso National Park (NW Alps) C. Richiardi et al. 10.3390/rs15020343
- Mapping reveals contrasting change patterns of rain-on-snow events in China during 2001–2018 G. Zhou et al. 10.1016/j.jhydrol.2023.129089
- Performance of the WRF Model at the Convection‐Permitting Scale in Simulating Snowfall and Lake‐Effect Snow Over the Tibetan Plateau Q. Lin et al. 10.1029/2022JD038433
- Estimating Early Summer Snow Depth on Sea Ice Using a Radiative Transfer Model and Optical Satellite Data M. Wang & N. Oppelt 10.3390/rs15205016
- Adapting an Existing Empirical Algorithm for Microwave Land Surface Temperature Retrieval in China for AMSR2 Data Q. Zhang et al. 10.3390/rs15133228
- Random Forest-Based Snow Cover Mapping in China Using Fengyun-3B VIRR Data Y. Xie et al. 10.1007/s13351-023-3003-z
- Spatiotemporal variation of snow cover days and influencing factors on the Loess Plateau during 2000–2019 S. Li et al. 10.1016/j.jhydrol.2023.130419
- Evaluating MODIS snow products using an extensive wildlife camera network C. Breen et al. 10.1016/j.rse.2023.113648
- Snow Cover Phenology Change and Response to Climate in China during 2000–2020 Q. Zhao et al. 10.3390/rs14163936
- Multi-year mapping of flood autumn irrigation extent and timing in harvested croplands of arid irrigation district X. Qian et al. 10.1080/15481603.2022.2126342
- Snowmelt Runoff in the Yarlung Zangbo River Basin and Runoff Change in the Future H. Ji et al. 10.3390/rs15010055
- Validation of Cloud-Gap-Filled Snow Cover of MODIS Daily Cloud-Free Snow Cover Products on the Qinghai–Tibetan Plateau Y. Yuan et al. 10.3390/rs14225642
- An Improved Spatiotemporal Fusion Algorithm for Monitoring Daily Snow Cover Changes With High Spatial Resolution Y. Wang et al. 10.1109/TGRS.2022.3224126
- Quantifying the Effects of Snow on the Beginning of Vegetation Growth in the Mongolian Plateau X. Zhang et al. 10.3390/rs15051245
- Quantifying regional variability of machine-learning-based snow water equivalent estimates across the Western United States D. Liljestrand et al. 10.1016/j.envsoft.2024.106053
- Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard D. Liu et al. 10.3390/rs15051255
- What Is the Threshold Elevation at Which Climatic Factors Determine Snow Cover Variability? A Case Study of the Keriya River Basin W. Yan et al. 10.3390/rs15194725
- Assessment of snow simulation using Noah-MP land surface model forced by various precipitation sources in the Central Tianshan Mountains, Central Asia T. Yang et al. 10.1016/j.atmosres.2024.107251
- STAR NDSI collection: a cloud-free MODIS NDSI dataset (2001–2020) for China Y. Jing et al. 10.5194/essd-14-3137-2022
- The Application of SWAT Model and Remotely Sensed Products to Characterize the Dynamic of Streamflow and Snow in a Mountainous Watershed in the High Atlas S. Taia et al. 10.3390/s23031246
- Snow Cover and Climate Change and Their Coupling Effects on Runoff in the Keriya River Basin during 2001–2020 W. Yan et al. 10.3390/rs15133435
- 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
- Effect of Cloud Mask on the Consistency of Snow Cover Products from MODIS and VIIRS A. Liu et al. 10.3390/rs14236134
- Reconstruction of Snow Cover in Kaidu River Basin via Snow Grain Size Gap-Filling Based on Machine Learning L. Zhu et al. 10.3390/w15213726
- Pattern and imprints of elevation-dependent warming on central Himalayan cryosphere as revealed by Earth Observation datasets P. Pandey et al. 10.1016/j.rines.2024.100021
Latest update: 24 Apr 2024
Short summary
We develop and validate a new 20-year MODIS snow-cover-extent product over China, which is dedicated to addressing known problems of the standard snow products. As expected, the new product significantly outperforms the state-of-the-art MODIS C6.1 products; improvements are particularly clear in forests and for the daily cloud-free product. Our product has provided more reliable snow knowledge over China and can be accessible freely https://dx.doi.org/10.11888/Snow.tpdc.271387.
We develop and validate a new 20-year MODIS snow-cover-extent product over China, which is...
