Articles | Volume 9, issue 2
https://doi.org/10.5194/essd-9-765-2017
© Author(s) 2017. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/essd-9-765-2017
© Author(s) 2017. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Overview of NASA's MODIS and Visible Infrared Imaging Radiometer Suite (VIIRS) snow-cover Earth System Data Records
George A. Riggs
CORRESPONDING AUTHOR
SSAI, Inc., 10210 Greenbelt Road, Suite 600, Lanham, MD 20706, USA
Dorothy K. Hall
Terrestrial Information Laboratory, Code 619, NASA/GSFC, Greenbelt, MD 20771, USA
Michigan State University, Department of Geography, East Lansing, MI 48824, USA
Miguel O. Román
Terrestrial Information Laboratory, Code 619, NASA/GSFC, Greenbelt, MD 20771, USA
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92 citations as recorded by crossref.
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- A cloud-free MODIS snow cover dataset for the contiguous United States from 2000 to 2017 H. Tran et al. 10.1038/sdata.2018.300
- Estimating Regional Snow Line Elevation Using Public Webcam Images C. Portenier et al. 10.3390/rs14194730
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- On the frequency of lake-effect snowfall in the Catskill Mountains D. Hall et al. 10.1080/02723646.2018.1440827
- A comparison of National Water Model retrospective analysis snow outputs at snow telemetry sites across the Western United States I. Garousi‐Nejad & D. Tarboton 10.1002/hyp.14469
- Ground-based evaluation of MODIS snow cover product V6 across China: Implications for the selection of NDSI threshold H. Zhang et al. 10.1016/j.scitotenv.2018.10.128
- Deciphering Snow-cover Dynamics: Terrain Analysis in the Mountainous River Basin, Western Himalayas C. Kant et al. 10.1007/s41101-024-00300-9
- Spatial and Temporal Adaptive Gap-Filling Method Producing Daily Cloud-Free NDSI Time Series S. Chen et al. 10.1109/JSTARS.2020.2993037
- Gap-Filling of a MODIS Normalized Difference Snow Index Product Based on the Similar Pixel Selecting Algorithm: A Case Study on the Qinghai–Tibetan Plateau M. Li et al. 10.3390/rs12071077
- Assimilation of Satellite-Based Snow Cover and Freeze/Thaw Observations Over High Mountain Asia Y. Xue et al. 10.3389/feart.2019.00115
- Improving Fractional Snow Cover Retrieval From Passive Microwave Data Using a Radiative Transfer Model and Machine Learning Method X. Xiao et al. 10.1109/TGRS.2021.3128524
- Continuity of MODIS and VIIRS Snow Cover Extent Data Products for Development of an Earth Science Data Record G. Riggs & D. Hall 10.3390/rs12223781
- Mapping snow cover in forests using optical remote sensing, machine learning and time-lapse photography J. Luo et al. 10.1016/j.rse.2022.113017
- Quantifying uncertainties in nighttime light retrievals from Suomi-NPP and NOAA-20 VIIRS Day/Night Band data Z. Wang et al. 10.1016/j.rse.2021.112557
- 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
- Application of the ESTARFM algorithm for fusing Sentinel-2 and MODIS NDSI series in the eastern Qilian Mountains H. Guo et al. 10.1016/j.ejrh.2024.102103
- A Practical Approach to Improve the MODIS MCD43A Products in Snow-Covered Areas A. Ding et al. 10.34133/remotesensing.0057
- Random Forest-Based Snow Cover Mapping in China Using Fengyun-3B VIRR Data Y. Xie et al. 10.1007/s13351-023-3003-z
- Assessment of snow cover variability and its sensitivity to hydrometeorological factors in the Karakoram and Himalayan region J. Dharpure et al. 10.1080/02626667.2021.1985125
- Enhanced scaling effects significantly lower the ability of MODIS normalized difference snow index to estimate fractional and binary snow cover on the Tibetan Plateau H. Zhang et al. 10.1016/j.jhydrol.2020.125795
- On the Interest of Optical Remote Sensing for Seasonal Snowmelt Parameterization, Applied to the Everest Region (Nepal) B. Bouchard et al. 10.3390/rs11222598
- Comparative evaluation of VIIRS daily snow cover product with MODIS for snow detection in China based on ground observations H. Zhang et al. 10.1016/j.scitotenv.2020.138156
- Evaluation of the Accuracy of Interactive Multisensor Snow and Ice Mapping System (IMS) 1 km Product Using Ground Snow Depth Data Across China A. Chen et al. 10.3390/rs16224178
- Sub-kilometer Precipitation Datasets for Snowpack and Glacier Modeling in Alpine Terrain V. Vionnet et al. 10.3389/feart.2019.00182
- NASA's Black Marble nighttime lights product suite M. Román et al. 10.1016/j.rse.2018.03.017
- Performance of climate reanalyses in the determination of pan-Arctic terrestrial rain-on-snow events J. Tao et al. 10.1016/j.accre.2023.08.002
- Evaluating satellite retrieved fractional snow-covered area at a high-Arctic site using terrestrial photography K. Aalstad et al. 10.1016/j.rse.2019.111618
- A Simple and Effective Random Forest Refit to Map the Spatial Distribution of NO2 Concentrations Y. Chi & Y. Zhan 10.3390/atmos13111832
- Space‐Based Observations for Understanding Changes in the Arctic‐Boreal Zone B. Duncan et al. 10.1029/2019RG000652
- Spatiotemporal changes in snow cover and their relationship with drought events in the Lake Urmia basin H. Safari et al. 10.1080/02626667.2023.2276737
- An Assessment and Error Analysis of MOD10A1 Snow Product Using Landsat and Ground Observations Over China During 2000–2016 C. Liu et al. 10.1109/JSTARS.2020.2983550
- Effect of Cloud Mask on the Consistency of Snow Cover Products from MODIS and VIIRS A. Liu et al. 10.3390/rs14236134
- The recent developments in cloud removal approaches of MODIS snow cover product X. Li et al. 10.5194/hess-23-2401-2019
- TROPOMI SIF reveals large uncertainty in estimating the end of plant growing season from vegetation indices data in the Tibetan Plateau J. Yang et al. 10.1016/j.rse.2022.113209
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- The NIEER AVHRR snow cover extent product over China – a long-term daily snow record for regional climate research X. Hao et al. 10.5194/essd-13-4711-2021
- Tracing Snowmelt Paths in an Integrated Hydrological Model for Understanding Seasonal Snowmelt Contribution at Basin Scale H. Li et al. 10.1029/2019JD030760
- A dataset of MODIS gap-filled fractional snow cover in the source area of Yellow River during 2000–2021 Y. YANG et al. 10.11922/11-6035.ncdc.2022.0005.zh
- Evaluation of the support vector regression (SVR) and the random forest (RF) models accuracy for streamflow prediction under a data-scarce basin in Morocco B. Bargam et al. 10.1007/s42452-024-05994-z
- Near-surface temperature inversion during summer at Summit, Greenland, and its relation to MODIS-derived surface temperatures A. Adolph et al. 10.5194/tc-12-907-2018
- Reconstructing a Gap-Free MODIS Normalized Difference Snow Index Product Using a Long Short-Term Memory Network J. Hou et al. 10.1109/TGRS.2022.3178421
- Evaluation of MODIS and VIIRS cloud-gap-filled snow-cover products for production of an Earth science data record D. Hall et al. 10.5194/hess-23-5227-2019
- A new snow cover mapping algorithm for Chinese geostationary meteorological satellite FY-4A AGRI data L. He et al. 10.1080/17538947.2024.2367086
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- Combining MODIS and National Land Resource Products to Model Land Cover-Dependent Surface Albedo for Norway R. Bright & R. Astrup 10.3390/rs11070871
- Snow cover detection in mid-latitude mountainous and polar regions using nighttime light data Y. Huang et al. 10.1016/j.rse.2021.112766
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91 citations as recorded by crossref.
- The role of declining snow cover in the desiccation of the Great Salt Lake, Utah, using MODIS data D. Hall et al. 10.1016/j.rse.2020.112106
- Development of a cloud-free MODIS NDSI dataset (2001–2020) over Northeast China H. Guo et al. 10.1080/17538947.2024.2398062
- Need and vision for global medium-resolution Landsat and Sentinel-2 data products V. Radeloff et al. 10.1016/j.rse.2023.113918
- Comparison of snow disappearance date estimates and tree stem radial growth onset at the forest-tundra ecotone W. Weygint et al. 10.1016/j.agrformet.2023.109388
- Evaluating MODIS snow products using an extensive wildlife camera network C. Breen et al. 10.1016/j.rse.2023.113648
- Synergistic approach for streamflow forecasting in a glacierized catchment of western Himalaya using earth observation and machine learning techniques J. Dharpure et al. 10.1007/s12145-024-01322-6
- Sensitivity of snowmelt runoff modelling to the level of cloud coverage for snow cover extent from daily MODIS product collection 6 W. Hussainzada et al. 10.1016/j.ejrh.2021.100835
- Multiple Remotely Sensed Lines of Evidence for a Depleting Seasonal Snowpack in the Near East Y. Yılmaz et al. 10.3390/rs11050483
- BI or IB: Which Better Generates High Spatiotemporal Resolution NDSI by Fusing Sentinel-2A/B and MODIS Data? L. Dong et al. 10.1109/JSTARS.2023.3347202
- 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
- A cloud-free MODIS snow cover dataset for the contiguous United States from 2000 to 2017 H. Tran et al. 10.1038/sdata.2018.300
- Estimating Regional Snow Line Elevation Using Public Webcam Images C. Portenier et al. 10.3390/rs14194730
- Spatial Downscaling of MODIS Snow Cover Observations Using Sentinel-2 Snow Products J. Revuelto et al. 10.3390/rs13224513
- Aerosol Effects on Lightning Characteristics: A Comparison of Polluted and Clean Regimes Y. Liu et al. 10.1029/2019GL086825
- On the frequency of lake-effect snowfall in the Catskill Mountains D. Hall et al. 10.1080/02723646.2018.1440827
- A comparison of National Water Model retrospective analysis snow outputs at snow telemetry sites across the Western United States I. Garousi‐Nejad & D. Tarboton 10.1002/hyp.14469
- Ground-based evaluation of MODIS snow cover product V6 across China: Implications for the selection of NDSI threshold H. Zhang et al. 10.1016/j.scitotenv.2018.10.128
- Deciphering Snow-cover Dynamics: Terrain Analysis in the Mountainous River Basin, Western Himalayas C. Kant et al. 10.1007/s41101-024-00300-9
- Spatial and Temporal Adaptive Gap-Filling Method Producing Daily Cloud-Free NDSI Time Series S. Chen et al. 10.1109/JSTARS.2020.2993037
- Gap-Filling of a MODIS Normalized Difference Snow Index Product Based on the Similar Pixel Selecting Algorithm: A Case Study on the Qinghai–Tibetan Plateau M. Li et al. 10.3390/rs12071077
- Assimilation of Satellite-Based Snow Cover and Freeze/Thaw Observations Over High Mountain Asia Y. Xue et al. 10.3389/feart.2019.00115
- Improving Fractional Snow Cover Retrieval From Passive Microwave Data Using a Radiative Transfer Model and Machine Learning Method X. Xiao et al. 10.1109/TGRS.2021.3128524
- Continuity of MODIS and VIIRS Snow Cover Extent Data Products for Development of an Earth Science Data Record G. Riggs & D. Hall 10.3390/rs12223781
- Mapping snow cover in forests using optical remote sensing, machine learning and time-lapse photography J. Luo et al. 10.1016/j.rse.2022.113017
- Quantifying uncertainties in nighttime light retrievals from Suomi-NPP and NOAA-20 VIIRS Day/Night Band data Z. Wang et al. 10.1016/j.rse.2021.112557
- 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
- Application of the ESTARFM algorithm for fusing Sentinel-2 and MODIS NDSI series in the eastern Qilian Mountains H. Guo et al. 10.1016/j.ejrh.2024.102103
- A Practical Approach to Improve the MODIS MCD43A Products in Snow-Covered Areas A. Ding et al. 10.34133/remotesensing.0057
- Random Forest-Based Snow Cover Mapping in China Using Fengyun-3B VIRR Data Y. Xie et al. 10.1007/s13351-023-3003-z
- Assessment of snow cover variability and its sensitivity to hydrometeorological factors in the Karakoram and Himalayan region J. Dharpure et al. 10.1080/02626667.2021.1985125
- Enhanced scaling effects significantly lower the ability of MODIS normalized difference snow index to estimate fractional and binary snow cover on the Tibetan Plateau H. Zhang et al. 10.1016/j.jhydrol.2020.125795
- On the Interest of Optical Remote Sensing for Seasonal Snowmelt Parameterization, Applied to the Everest Region (Nepal) B. Bouchard et al. 10.3390/rs11222598
- Comparative evaluation of VIIRS daily snow cover product with MODIS for snow detection in China based on ground observations H. Zhang et al. 10.1016/j.scitotenv.2020.138156
- Evaluation of the Accuracy of Interactive Multisensor Snow and Ice Mapping System (IMS) 1 km Product Using Ground Snow Depth Data Across China A. Chen et al. 10.3390/rs16224178
- Sub-kilometer Precipitation Datasets for Snowpack and Glacier Modeling in Alpine Terrain V. Vionnet et al. 10.3389/feart.2019.00182
- NASA's Black Marble nighttime lights product suite M. Román et al. 10.1016/j.rse.2018.03.017
- Performance of climate reanalyses in the determination of pan-Arctic terrestrial rain-on-snow events J. Tao et al. 10.1016/j.accre.2023.08.002
- Evaluating satellite retrieved fractional snow-covered area at a high-Arctic site using terrestrial photography K. Aalstad et al. 10.1016/j.rse.2019.111618
- A Simple and Effective Random Forest Refit to Map the Spatial Distribution of NO2 Concentrations Y. Chi & Y. Zhan 10.3390/atmos13111832
- Space‐Based Observations for Understanding Changes in the Arctic‐Boreal Zone B. Duncan et al. 10.1029/2019RG000652
- Spatiotemporal changes in snow cover and their relationship with drought events in the Lake Urmia basin H. Safari et al. 10.1080/02626667.2023.2276737
- An Assessment and Error Analysis of MOD10A1 Snow Product Using Landsat and Ground Observations Over China During 2000–2016 C. Liu et al. 10.1109/JSTARS.2020.2983550
- Effect of Cloud Mask on the Consistency of Snow Cover Products from MODIS and VIIRS A. Liu et al. 10.3390/rs14236134
- The recent developments in cloud removal approaches of MODIS snow cover product X. Li et al. 10.5194/hess-23-2401-2019
- TROPOMI SIF reveals large uncertainty in estimating the end of plant growing season from vegetation indices data in the Tibetan Plateau J. Yang et al. 10.1016/j.rse.2022.113209
- High-resolution mapping of seasonal snow cover extent in the Pamir Hindu Kush using machine learning-based integration of multi-sensor data A. Mahmoodzada et al. 10.1007/s11600-023-01281-4
- Comparing MODIS snow products Collection 5 with Collection 6 over Italian Central Apennines P. Da Ronco et al. 10.1080/01431161.2020.1714778
- The NIEER AVHRR snow cover extent product over China – a long-term daily snow record for regional climate research X. Hao et al. 10.5194/essd-13-4711-2021
- Tracing Snowmelt Paths in an Integrated Hydrological Model for Understanding Seasonal Snowmelt Contribution at Basin Scale H. Li et al. 10.1029/2019JD030760
- A dataset of MODIS gap-filled fractional snow cover in the source area of Yellow River during 2000–2021 Y. YANG et al. 10.11922/11-6035.ncdc.2022.0005.zh
- Evaluation of the support vector regression (SVR) and the random forest (RF) models accuracy for streamflow prediction under a data-scarce basin in Morocco B. Bargam et al. 10.1007/s42452-024-05994-z
- Near-surface temperature inversion during summer at Summit, Greenland, and its relation to MODIS-derived surface temperatures A. Adolph et al. 10.5194/tc-12-907-2018
- Reconstructing a Gap-Free MODIS Normalized Difference Snow Index Product Using a Long Short-Term Memory Network J. Hou et al. 10.1109/TGRS.2022.3178421
- Evaluation of MODIS and VIIRS cloud-gap-filled snow-cover products for production of an Earth science data record D. Hall et al. 10.5194/hess-23-5227-2019
- A new snow cover mapping algorithm for Chinese geostationary meteorological satellite FY-4A AGRI data L. He et al. 10.1080/17538947.2024.2367086
- Glacier Area and Snow Cover Changes in the Range System Surrounding Tarim from 2000 to 2020 Using Google Earth Engine J. Zhang et al. 10.3390/rs13245117
- Regional trends in snowmelt timing for the western United States throughout the MODIS era D. O’Leary et al. 10.1080/02723646.2020.1854418
- Spatio-temporal patterns of snow cover in the Tien Shan, China from 2000 to 2019 based on cloud-free data supported by Google Earth Engine Q. Ji et al. 10.1080/2150704X.2023.2189030
- An accurate snow cover product for the Moroccan Atlas Mountains: Optimization of the MODIS NDSI index threshold and development of snow fraction estimation models M. Bousbaa et al. 10.1016/j.jag.2024.103851
- Changes in albedo and its radiative forcing of grasslands in East Asia drylands Q. Zhu et al. 10.1186/s13717-024-00493-w
- Measurement and Modelling of Particulate Pollution over Kashmir Himalaya, India M. Bhat et al. 10.1007/s11270-021-05062-x
- Mass wasting and erosion in different morphoclimatic zones of the Makalu Barun region, Nepal Himalaya J. Kalvoda & A. Emmer 10.1080/04353676.2021.2000816
- Combining MODIS and National Land Resource Products to Model Land Cover-Dependent Surface Albedo for Norway R. Bright & R. Astrup 10.3390/rs11070871
- Snow cover detection in mid-latitude mountainous and polar regions using nighttime light data Y. Huang et al. 10.1016/j.rse.2021.112766
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Latest update: 14 Dec 2024
Short summary
The current collections of the NASA snow-cover data products generated from the MODIS and Visible Infrared Imaging Radiometer Suite (VIIRS) satellite instruments are described. Revisions in the MODIS snow cover algorithm increased accuracy, and the data content of products is increased from previous collection. The VIIRS algorithm and data product are very similar to those of MODIS. The objective of generating similar products is to enable the creation of a snow-cover extent climate-data record.
The current collections of the NASA snow-cover data products generated from the MODIS and...
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