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Innovative use of change detection in large numbers of satellite scenes, with geological applications

View ORCID ProfileP. Cole and View ORCID ProfileH Coetzee
Quarterly Journal of Engineering Geology and Hydrogeology, https://doi.org/10.1144/qjegh2022-048
P. Cole
Council for Geoscience, P/Bag X112, Pretoria, 0001, South Africa
Roles: [Conceptualization (Lead)], [Methodology (Lead)], [Software (Lead)], [Writing – original draft (Lead)]
  • Find this author on Google Scholar
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  • ORCID record for P. Cole
  • For correspondence: [email protected]
H Coetzee
Council for Geoscience, P/Bag X112, Pretoria, 0001, South Africa
Roles: [Conceptualization (Supporting)], [Methodology (Supporting)], [Writing – original draft (Supporting)]
  • Find this author on Google Scholar
  • Search for this author on this site
  • ORCID record for H Coetzee
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Abstract

The large number of remote sensing datasets available necessitates the development of efficient methods when assessing change between such data. A series of techniques, optimising the analysis of change detection, specifically on large remote sensing dataset collections, is demonstrated. Iterative (online) statistical measures for mean and standard deviation give the ability to gain a measure of change over potentially hundreds of datasets without excessive computing power being needed. From this, the coefficient of variation can be used to provide further insight. Using such measures, seasonal change can be detected on outcrop (as opposed to vegetation), illustrating that change detection can be used to further extend a spectral signature for rocks. Twelve Sentinel-2 scenes over a three-year period were used in this study.

Thematic collection: This article is part of the Remote sensing for site investigations on Earth and other planets collection available at: https://www.lyellcollection.org/cc/remote-sensing-for-site-investigations-on-earth-and-other-planets

Scientific editing by Andrew Hart

  • © 2022 Council for Geoscience. Published by The Geological Society of London. All rights reserved

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Quarterly Journal of Engineering Geology and Hydrogeology: 55 (3)
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Innovative use of change detection in large numbers of satellite scenes, with geological applications

P. Cole and H Coetzee
Quarterly Journal of Engineering Geology and Hydrogeology, 10 June 2022, https://doi.org/10.1144/qjegh2022-048
P. Cole
Council for Geoscience, P/Bag X112, Pretoria, 0001, South Africa
Roles: [Conceptualization (Lead)], [Methodology (Lead)], [Software (Lead)], [Writing – original draft (Lead)]
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for P. Cole
  • For correspondence: [email protected]
H Coetzee
Council for Geoscience, P/Bag X112, Pretoria, 0001, South Africa
Roles: [Conceptualization (Supporting)], [Methodology (Supporting)], [Writing – original draft (Supporting)]
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for H Coetzee

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Innovative use of change detection in large numbers of satellite scenes, with geological applications

P. Cole and H Coetzee
Quarterly Journal of Engineering Geology and Hydrogeology, https://doi.org/10.1144/qjegh2022-048
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