Published February 13, 2024 | Version v1

Python version of Simplified Level 2 Prototype Processor for Retrieving Canopy Biophysical Variables from Sentinel 2 Multispectral Instrument Data

Description

The Copernicus Sentinel-2 mission is designed to provide data that can be used to globally map widely used vegetation biophysical variables. Currently, estimates of vegetation biophysical variables are not produced operationally by the Sentinel-2 ground segment. Instead, a retrieval algorithm called Simplified Level 2 Prototype Processor (SL2P) has been defined by the European Space Agency. SL2P is a backpropagation neural network trained using a database of globally representative canopy conditions populated using canopy radiative transfer model simulations. SL2P had been implemented within the Canada Centre for Remote Sensing LEAF-Toolbox that relies on Google Earth Engine. This document describes a PYTHON implementation of SL2P (SL2P-PYTHON) that provides identical outputs as the LEFA-Toolbox implementation given the same input Sentiel-2 image. 

Notes (English)

Unless otherwise noted, the source code of this project is covered under Crown Copyright, Government of Canada, and is distributed under the MIT License.

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Additional details

Related works

Is new version of
Software: 10.5281/zenodo.4321298 (DOI)
References
Report: https://step.esa.int/docs/extra/ATBD_S2ToolBox_L2B_V1.0.pdf (URL)

Software

Repository URL
https://github.com/djamainajib/SL2P-PYTHON
Development Status
Active

References

  • Djamai, N., Fernandes, R., Weiss, M., McNairn, H., Goïta, K., 2019. Validation of the Sentinel Simplified Level 2 Product Prototype Processor (SL2P) for mapping cropland biophysical variables using Sentinel-2/MSI and Landsat-8/OLI data. Remote Sens. Environ. 225, 416–430.
  • Fernandes, R., Brown, L., Canisius, F., Dash, J., He, L.M., Hong, G., Huang, L., Le, N.Q., MacDougall, C., Meier, C., Darko, P.O., Shah, H., Spafford, L., Sun, L.X., 2023. Validation of Simplified Level 2 Prototype Processor Sentinel-2 fraction of canopy cover, fraction of absorbed photosynthetically active radiation and leaf area index products over north American forests. Remote Sens. Environ. 293, 113600.