Published February 28, 2024 | Version 2.0.0
Software Open

SISTER Fractional Cover Product Generation Executive (PGE)

Description

The L2B Fractional Cover PGE generates fractional cover of soil, vegetation, water, and snow from corrected reflectance inputs using a spectral mixture analysis (Keshava and Mustard 2002). Spectral unmixing was performed using a four endmember dataset derived from the EMIT surface reflectance library (Thompson 2021a; 2021b; 2021c) to estimate fractional cover estimates of soil, vegetation, water and snow/ice. A brightness normalization was applied to minimize the impact of intraclass brightness variability on unmixing results. Output is a GeoTIFF containing layers for vegetation, soil, water, and snow and supporting files. This repository holds an archive of the source code (sister*.tar.gz) with full Common Workflow Language (CWL) per the Open Geospatial Consortium (OGC) Best practice document (https://docs.ogc.org/bp/20-089r1.html): a docker container (ogc*.tar.gz) and a process file  (.cwl).

Files

Files (2.4 GB)

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md5:f6f594971a9f9748c2cb6a2627dac4fe
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md5:f12e29b6156780cb7428cf08ce17cef8
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md5:0fed6fee8e465d6b15c359a241bd9a45
58.5 kB Download

Additional details

Related works

Is part of
Dataset: 10.3334/ORNLDAAC/2335 (DOI)

Software

Repository URL
https://github.com/sister-jpl/sister-fractional-cover/releases/tag/2.0.0
Programming language
Python, Common Workflow Language, Dockerfile

References

  • Keshava, N. and J.F. Mustard. 2002. Spectral unmixing. IEEE Signal Processing Magazine 19:44-57. https://doi.org/10.1109/79.974727
  • Thompson D.R. 2021a. EMIT Manually Adjusted Vegetation Reflectance Spectra. Ecological Spectral Information System (EcoSIS). https://doi.org/10.21232/6sQDNjfv
  • Thompson D.R. 2021b. EMIT Manually Adjusted Surface Reflectance Spectra. Data set. Ecological Spectral Information System (EcoSIS). https://doi.org/10.21232/ezrQtdcw
  • Thompson D.R. 2021c. EMIT Manually Adjusted Snow and Liquids Reflectance Spectra. Data set. Ecological Spectral Information System (EcoSIS). https://doi.org/10.21232/xhgtM3A9
  • Townsend, P., M.M. Gierach, H. Hua, S. Shah, W. Olson-Duvall, A.M. Chlus, C. Ade, O. Kwoun, M.J. Lucas, N. Malarout, D.F. Moroni, S. Neely, J.K. Pon, and D. Yu. 2024. SISTER: Experimental Workflows, Product Generation Environment, and Sample Data, V004. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2335