IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)

Lichens are the dominant autotrophs of polar and subpolar ecosystems commonly encrust the rock outcrops. Spectral mixing of lichens and bare rock can shift diagnostic spectral features of materials of interest thus leading to misinterpretation and false positives if mapping is done based on perfect...

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Published in:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Main Authors: Salehi, S., Karami, M., Fensholt, R.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2016
Subjects:
Online Access:https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00012092 2023-05-15T16:28:19+02:00 IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND) Salehi, S. Karami, M. Fensholt, R. 2016-06 electronic https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016 https://noa.gwlb.de/receive/cop_mods_00012092 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00012048/isprs-archives-XLI-B7-973-2016.pdf https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLI-B7/973/2016/isprs-archives-XLI-B7-973-2016.pdf eng eng Copernicus Publications ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences -- http://www.isprs.org/publications/archives.aspx -- 2194-9034 https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016 https://noa.gwlb.de/receive/cop_mods_00012092 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00012048/isprs-archives-XLI-B7-973-2016.pdf https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLI-B7/973/2016/isprs-archives-XLI-B7-973-2016.pdf uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2016 ftnonlinearchiv https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016 2022-02-08T22:56:13Z Lichens are the dominant autotrophs of polar and subpolar ecosystems commonly encrust the rock outcrops. Spectral mixing of lichens and bare rock can shift diagnostic spectral features of materials of interest thus leading to misinterpretation and false positives if mapping is done based on perfect spectral matching methodologies. Therefore, the ability to distinguish the lichen coverage from rock and decomposing a mixed pixel into a collection of pure reflectance spectra, can improve the applicability of hyperspectral methods for mineral exploration. The objective of this study is to propose a robust lichen index that can be used to estimate lichen coverage, regardless of the mineral composition of the underlying rocks. The performance of three index structures of ratio, normalized ratio and subtraction have been investigated using synthetic linear mixtures of pure rock and lichen spectra with prescribed mixing ratios. Laboratory spectroscopic data are obtained from lichen covered samples collected from Karrat, Liverpool Land, and Sisimiut regions in Greenland. The spectra are then resampled to Hyperspectral Mapper (HyMAP) resolution, in order to further investigate the functionality of the indices for the airborne platform. In both resolutions, a Pattern Search (PS) algorithm is used to identify the optimal band wavelengths and bandwidths for the lichen index. The results of our band optimization procedure revealed that the ratio between R894-1246 and R1110 explains most of the variability in the hyperspectral data at the original laboratory resolution (R2=0.769). However, the normalized index incorporating R1106-1121 and R904-1251 yields the best results for the HyMAP resolution (R2=0.765). Article in Journal/Newspaper Greenland Sisimiut Niedersächsisches Online-Archiv NOA Bare Rock ENVELOPE(-45.589,-45.589,-60.704,-60.704) Greenland Liverpool Land ENVELOPE(-22.200,-22.200,70.917,70.917) Sisimiut ENVELOPE(-53.674,-53.674,66.939,66.939) The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLI-B7 973 979
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Salehi, S.
Karami, M.
Fensholt, R.
IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)
topic_facet article
Verlagsveröffentlichung
description Lichens are the dominant autotrophs of polar and subpolar ecosystems commonly encrust the rock outcrops. Spectral mixing of lichens and bare rock can shift diagnostic spectral features of materials of interest thus leading to misinterpretation and false positives if mapping is done based on perfect spectral matching methodologies. Therefore, the ability to distinguish the lichen coverage from rock and decomposing a mixed pixel into a collection of pure reflectance spectra, can improve the applicability of hyperspectral methods for mineral exploration. The objective of this study is to propose a robust lichen index that can be used to estimate lichen coverage, regardless of the mineral composition of the underlying rocks. The performance of three index structures of ratio, normalized ratio and subtraction have been investigated using synthetic linear mixtures of pure rock and lichen spectra with prescribed mixing ratios. Laboratory spectroscopic data are obtained from lichen covered samples collected from Karrat, Liverpool Land, and Sisimiut regions in Greenland. The spectra are then resampled to Hyperspectral Mapper (HyMAP) resolution, in order to further investigate the functionality of the indices for the airborne platform. In both resolutions, a Pattern Search (PS) algorithm is used to identify the optimal band wavelengths and bandwidths for the lichen index. The results of our band optimization procedure revealed that the ratio between R894-1246 and R1110 explains most of the variability in the hyperspectral data at the original laboratory resolution (R2=0.769). However, the normalized index incorporating R1106-1121 and R904-1251 yields the best results for the HyMAP resolution (R2=0.765).
format Article in Journal/Newspaper
author Salehi, S.
Karami, M.
Fensholt, R.
author_facet Salehi, S.
Karami, M.
Fensholt, R.
author_sort Salehi, S.
title IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)
title_short IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)
title_full IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)
title_fullStr IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)
title_full_unstemmed IDENTIFICATION OF A ROBUST LICHEN INDEX FOR THE DECONVOLUTION OF LICHEN AND ROCK MIXTURES USING PATTERN SEARCH ALGORITHM (CASE STUDY: GREENLAND)
title_sort identification of a robust lichen index for the deconvolution of lichen and rock mixtures using pattern search algorithm (case study: greenland)
publisher Copernicus Publications
publishDate 2016
url https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016
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long_lat ENVELOPE(-45.589,-45.589,-60.704,-60.704)
ENVELOPE(-22.200,-22.200,70.917,70.917)
ENVELOPE(-53.674,-53.674,66.939,66.939)
geographic Bare Rock
Greenland
Liverpool Land
Sisimiut
geographic_facet Bare Rock
Greenland
Liverpool Land
Sisimiut
genre Greenland
Sisimiut
genre_facet Greenland
Sisimiut
op_relation ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences -- http://www.isprs.org/publications/archives.aspx -- 2194-9034
https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016
https://noa.gwlb.de/receive/cop_mods_00012092
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00012048/isprs-archives-XLI-B7-973-2016.pdf
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLI-B7/973/2016/isprs-archives-XLI-B7-973-2016.pdf
op_rights uneingeschränkt
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/isprs-archives-XLI-B7-973-2016
container_title The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
container_volume XLI-B7
container_start_page 973
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