Mapping Snow from Space...in the Cloud

Moez Labiadh
Moez Labiadh

January 17, 2022

Mapping Snow from Space...in the Cloud

SnowExplorer is a Google Earth Engine based application for mapping snow on the ground. The tool provides information on the Snow Cover Extent at specific dates and location.


The Snow Detection algorithm is inspired and adapted from:

Gascoin, S., Grizonnet, M., Bouchet, M., Salgues, G., and Hagolle, O.: Theia Snow collection: high-resolution operational snow cover maps from Sentinel-2 and Landsat-8 data, Earth Syst. Sci. Data, 11, 493–514, https://doi.org/10.5194/essd-11-493-2019, 2019. https://www.earth-syst-sci-data.net/11/493/2019/


The Algorithm is based on Sentinel-2 Level-2A Surface Reflectance product. The algorithm for Cloud and Snow detection are set as follow:

  • Cloud Mask: [MSK_CLDPRB >= 90%] OR [(MSK_CLDPRB >= 50%) AND (B8 >= 0.3)] OR [(MSK_CLDPRB >= 20%) AND (B8 >= 0.9)]

with “MSK_CLDPRB” is the Cloud Probability band and “B8” is the Reflectance in the Near-infrared band (at 0.86 μm).

  • Snow Mask: (NDSI >= 0.3) AND (B4 >= 0.14)

with “NDSI” is the Normalized Difference Snow Index and “B4” is Reflectance in the Red band (at 0.66 μm) . NDSI = (B3 – B11) / (B3 + B11) with “B3” is the Reflectance in Green band (at 0.55 μm) and “B11” is the Reflectance in the Shortwave infrared band (at 1.61 μm).


Slides

Demo

Tools used

Google Earth Engine(GEE)

Plug-ins used

geemapGoogle Earth Engine(GEE)

tags

Google Earth Engine(GEE)

You might also like

Join the community!

We're a place where geospatial professionals showcase their works and discover opportunities.