Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale

The mapping of water bodies at global scale has been undertaken primarily using multi-spectral optical Earth Observation data. Limitations of optical data associatedwith non-uniform and temporally variable spectral signatures suggested investigating alternative approaches towards a more consistent a...

Full description

Bibliographic Details
Published in:Remote Sensing of Environment
Main Authors: Santoro, Maurizio, Wegmüller, Urs, Lamarche, Céline, Bontemps, Sophie, Defourny, Pierre, Arino, Olivier
Other Authors: UCL - SST/ELI/ELIE - Environmental Sciences
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier Inc. 2015
Subjects:
SAR
Online Access:http://hdl.handle.net/2078.1/173259
https://doi.org/10.1016/j.rse.2015.10.031
id ftunistlouisbrus:oai:dial.uclouvain.be:boreal:173259
record_format openpolar
spelling ftunistlouisbrus:oai:dial.uclouvain.be:boreal:173259 2024-05-12T07:56:35+00:00 Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale Santoro, Maurizio Wegmüller, Urs Lamarche, Céline Bontemps, Sophie Defourny, Pierre Arino, Olivier UCL - SST/ELI/ELIE - Environmental Sciences 2015 http://hdl.handle.net/2078.1/173259 https://doi.org/10.1016/j.rse.2015.10.031 eng eng Elsevier Inc. boreal:173259 http://hdl.handle.net/2078.1/173259 doi:10.1016/j.rse.2015.10.031 urn:ISSN:0034-4257 urn:EISSN:1879-0704 info:eu-repo/semantics/restrictedAccess Remote Sensing of Environment : an interdisciplinary journal, Vol. 171, p. 185-201 (2015) Backscatter C-band Envisat ASAR Land cover SAR Water body info:eu-repo/semantics/article 2015 ftunistlouisbrus https://doi.org/10.1016/j.rse.2015.10.031 2024-04-18T17:42:26Z The mapping of water bodies at global scale has been undertaken primarily using multi-spectral optical Earth Observation data. Limitations of optical data associatedwith non-uniform and temporally variable spectral signatures suggested investigating alternative approaches towards a more consistent and reliable detection of water bodies. Multi-year (2005-2012) observations of SAR backscattered intensities at moderate resolution from the Envisat Advanced Synthetic Aperture Radar (ASAR) instrument were used in this study to generate an indicator of open permanent water bodies (SAR-WBI) for the year 2010 time frame and for all land surfaces excluding Antarctica and the Greenland ice sheet. A first map of potential water bodies with a spatial resolution of 150 m was obtained with a global detection algorithm based on a set of thresholds applied to multi-temporal metrics of the SAR backscatter (temporal variability, TV, and minimum backscatter, MB). Local refinements were then used to reduce systematic commission and omission errors (4.6% of the total area mapped) due to the similarity of TV and MB over open water bodies and other land surface types primarily in cold and arid environments. The refinement rules are here explained by means of a detailed signature analysis of the SAR backscatter in such environments. The accuracy of the SAR-WBIwas 80%when compared against 2078 manually interpreted footprints with a size of 150 × 150 m2. Omission errors were primarily observed along coast- and shorelines whereas commission errors were associated with (i) ephemeral water bodies, (ii) seasonally inundated areas, and (iii) an incorrect choice of the local refinement. Article in Journal/Newspaper Antarc* Antarctica Greenland Ice Sheet DIAL@USL-B (Université Saint-Louis, Bruxelles) Asar ENVELOPE(134.033,134.033,68.667,68.667) Greenland Remote Sensing of Environment 171 185 201
institution Open Polar
collection DIAL@USL-B (Université Saint-Louis, Bruxelles)
op_collection_id ftunistlouisbrus
language English
topic Backscatter
C-band
Envisat ASAR
Land cover
SAR
Water body
spellingShingle Backscatter
C-band
Envisat ASAR
Land cover
SAR
Water body
Santoro, Maurizio
Wegmüller, Urs
Lamarche, Céline
Bontemps, Sophie
Defourny, Pierre
Arino, Olivier
Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale
topic_facet Backscatter
C-band
Envisat ASAR
Land cover
SAR
Water body
description The mapping of water bodies at global scale has been undertaken primarily using multi-spectral optical Earth Observation data. Limitations of optical data associatedwith non-uniform and temporally variable spectral signatures suggested investigating alternative approaches towards a more consistent and reliable detection of water bodies. Multi-year (2005-2012) observations of SAR backscattered intensities at moderate resolution from the Envisat Advanced Synthetic Aperture Radar (ASAR) instrument were used in this study to generate an indicator of open permanent water bodies (SAR-WBI) for the year 2010 time frame and for all land surfaces excluding Antarctica and the Greenland ice sheet. A first map of potential water bodies with a spatial resolution of 150 m was obtained with a global detection algorithm based on a set of thresholds applied to multi-temporal metrics of the SAR backscatter (temporal variability, TV, and minimum backscatter, MB). Local refinements were then used to reduce systematic commission and omission errors (4.6% of the total area mapped) due to the similarity of TV and MB over open water bodies and other land surface types primarily in cold and arid environments. The refinement rules are here explained by means of a detailed signature analysis of the SAR backscatter in such environments. The accuracy of the SAR-WBIwas 80%when compared against 2078 manually interpreted footprints with a size of 150 × 150 m2. Omission errors were primarily observed along coast- and shorelines whereas commission errors were associated with (i) ephemeral water bodies, (ii) seasonally inundated areas, and (iii) an incorrect choice of the local refinement.
author2 UCL - SST/ELI/ELIE - Environmental Sciences
format Article in Journal/Newspaper
author Santoro, Maurizio
Wegmüller, Urs
Lamarche, Céline
Bontemps, Sophie
Defourny, Pierre
Arino, Olivier
author_facet Santoro, Maurizio
Wegmüller, Urs
Lamarche, Céline
Bontemps, Sophie
Defourny, Pierre
Arino, Olivier
author_sort Santoro, Maurizio
title Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale
title_short Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale
title_full Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale
title_fullStr Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale
title_full_unstemmed Strengths and weaknesses of multi-year Envisat ASAR backscatter measurements to map permanent open water bodies at global scale
title_sort strengths and weaknesses of multi-year envisat asar backscatter measurements to map permanent open water bodies at global scale
publisher Elsevier Inc.
publishDate 2015
url http://hdl.handle.net/2078.1/173259
https://doi.org/10.1016/j.rse.2015.10.031
long_lat ENVELOPE(134.033,134.033,68.667,68.667)
geographic Asar
Greenland
geographic_facet Asar
Greenland
genre Antarc*
Antarctica
Greenland
Ice Sheet
genre_facet Antarc*
Antarctica
Greenland
Ice Sheet
op_source Remote Sensing of Environment : an interdisciplinary journal, Vol. 171, p. 185-201 (2015)
op_relation boreal:173259
http://hdl.handle.net/2078.1/173259
doi:10.1016/j.rse.2015.10.031
urn:ISSN:0034-4257
urn:EISSN:1879-0704
op_rights info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1016/j.rse.2015.10.031
container_title Remote Sensing of Environment
container_volume 171
container_start_page 185
op_container_end_page 201
_version_ 1798836718936260608