Loading…

Correcting laser scanning intensity recorded in a cave environment for high-resolution lithological mapping: A case study of the Gouffre Georges, France

Active remote sensing by laser scanning (LiDAR) has markedly improved the mapping of a cave environment with an unprecedented level of accuracy and spatial detail. However, the use of laser intensity simultaneously recorded during the scanning of caves remains unexplored despite it having promising...

Full description

Saved in:
Bibliographic Details
Published in:Remote sensing of environment 2022-10, Vol.280, p.113210, Article 113210
Main Authors: Nováková, Michaela, Gallay, Michal, Šupinský, Jozef, Ferré, Eric, Asti, Riccardo, de Saint Blanquat, Michel, Bajolet, Flora, Sorriaux, Patrick
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93
cites cdi_FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93
container_end_page
container_issue
container_start_page 113210
container_title Remote sensing of environment
container_volume 280
creator Nováková, Michaela
Gallay, Michal
Šupinský, Jozef
Ferré, Eric
Asti, Riccardo
de Saint Blanquat, Michel
Bajolet, Flora
Sorriaux, Patrick
description Active remote sensing by laser scanning (LiDAR) has markedly improved the mapping of a cave environment with an unprecedented level of accuracy and spatial detail. However, the use of laser intensity simultaneously recorded during the scanning of caves remains unexplored despite it having promising potential for lithological mapping as it has been demonstrated by many applications in open-sky conditions. The appropriate use of laser intensity requires calibration and corrections for influencing factors, which are different in caves as opposed to the above-ground environments. Our study presents an efficient and complex workflow to correct the recorded intensity, which takes into consideration the acquisition geometry, micromorphology of the cave surface, and the specific atmospheric influence previously neglected in terrestrial laser scanning. The applicability of the approach is demonstrated on terrestrial LiDAR data acquired in the Gouffre Georges, a cave located in the northern Pyrenees in France. The cave is unique for its geology and lithology allowing for observation, with a spectacular continuity without any vegetal cover, of the contact between marble and lherzolite rocks and tectonic structures that characterize such contact. The overall accuracy of rock surface classification based on the corrected laser intensity was over 84%. The presence of water or a wet surface introduced bias of the intensity values towards lower values complicating the material discrimination. Such conditions have to be considered in applications of the recorded laser intensity in mapping underground spaces. The presented method allows for putting geological observations in an absolute spatial reference frame, which is often very difficult in a cave environment. Thus, laser scanning of the cave geometry assigned with the corrected laser intensity is an invaluable tool to unravel the complexity of such a lithological environment. •Complex intensity correction workflow for a cave environment was presented.•Atmospheric attenuation needs to be considered for cave-related intensity correction.•Method was efficiently applied to distinguish rock types within the point cloud.•Laser intensity is valuable for detailed mapping of underground environment.
doi_str_mv 10.1016/j.rse.2022.113210
format article
fullrecord <record><control><sourceid>hal_cross</sourceid><recordid>TN_cdi_hal_primary_oai_HAL_insu_03752599v1</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0034425722003182</els_id><sourcerecordid>oai_HAL_insu_03752599v1</sourcerecordid><originalsourceid>FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93</originalsourceid><addsrcrecordid>eNp9kc9KAzEQxoMoWKsP4C1ncWuS_ZfVUynWCgUveg5pdtJN2SYlyRb6Jj6uKSsePQ0zfL8ZvvkQuqdkRgmtnnYzH2DGCGMzSnNGyQWaUF43GalJcYkmhORFVrCyvkY3IewIoSWv6QR9L5z3oKKxW9zLAB4HJa09t8ZGsMHEE04C51to0whLrOQRMNij8c7uwUasnced2XaZh-D6IRpncW9i53q3NUr2eC8Ph7TxGc8THACHOLQn7DSOHeA3N2jtUwXntxAe8dJLq-AWXWnZB7j7rVP0tXz9XKyy9cfb-2K-zlRelzHbMGDJZqUkr5pGFwVvy7ostCqgUrzOqeZlTouaN5QQxtNvNhuiqCqTHZLLJp-ih3FvJ3tx8GYv_Uk4acRqvhbGhkGQdIiVTXOkSUxHsfIuBA_6j6BEnHMQO5FyEOccxJhDYl5GBpKLowEvgjKQHLbm_HjROvMP_QOWOJH9</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Correcting laser scanning intensity recorded in a cave environment for high-resolution lithological mapping: A case study of the Gouffre Georges, France</title><source>ScienceDirect Freedom Collection 2022-2024</source><creator>Nováková, Michaela ; Gallay, Michal ; Šupinský, Jozef ; Ferré, Eric ; Asti, Riccardo ; de Saint Blanquat, Michel ; Bajolet, Flora ; Sorriaux, Patrick</creator><creatorcontrib>Nováková, Michaela ; Gallay, Michal ; Šupinský, Jozef ; Ferré, Eric ; Asti, Riccardo ; de Saint Blanquat, Michel ; Bajolet, Flora ; Sorriaux, Patrick</creatorcontrib><description>Active remote sensing by laser scanning (LiDAR) has markedly improved the mapping of a cave environment with an unprecedented level of accuracy and spatial detail. However, the use of laser intensity simultaneously recorded during the scanning of caves remains unexplored despite it having promising potential for lithological mapping as it has been demonstrated by many applications in open-sky conditions. The appropriate use of laser intensity requires calibration and corrections for influencing factors, which are different in caves as opposed to the above-ground environments. Our study presents an efficient and complex workflow to correct the recorded intensity, which takes into consideration the acquisition geometry, micromorphology of the cave surface, and the specific atmospheric influence previously neglected in terrestrial laser scanning. The applicability of the approach is demonstrated on terrestrial LiDAR data acquired in the Gouffre Georges, a cave located in the northern Pyrenees in France. The cave is unique for its geology and lithology allowing for observation, with a spectacular continuity without any vegetal cover, of the contact between marble and lherzolite rocks and tectonic structures that characterize such contact. The overall accuracy of rock surface classification based on the corrected laser intensity was over 84%. The presence of water or a wet surface introduced bias of the intensity values towards lower values complicating the material discrimination. Such conditions have to be considered in applications of the recorded laser intensity in mapping underground spaces. The presented method allows for putting geological observations in an absolute spatial reference frame, which is often very difficult in a cave environment. Thus, laser scanning of the cave geometry assigned with the corrected laser intensity is an invaluable tool to unravel the complexity of such a lithological environment. •Complex intensity correction workflow for a cave environment was presented.•Atmospheric attenuation needs to be considered for cave-related intensity correction.•Method was efficiently applied to distinguish rock types within the point cloud.•Laser intensity is valuable for detailed mapping of underground environment.</description><identifier>ISSN: 0034-4257</identifier><identifier>EISSN: 1879-0704</identifier><identifier>DOI: 10.1016/j.rse.2022.113210</identifier><language>eng</language><publisher>Elsevier Inc</publisher><subject>Applied geology ; Cave ; Earth Sciences ; Geomorphology ; Intensity correction ; LiDAR ; Lithological mapping ; Sciences of the Universe ; Terrestrial laser scanning</subject><ispartof>Remote sensing of environment, 2022-10, Vol.280, p.113210, Article 113210</ispartof><rights>2022 Elsevier Inc.</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93</citedby><cites>FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93</cites><orcidid>0000-0001-8150-104X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27903,27904</link.rule.ids><backlink>$$Uhttps://insu.hal.science/insu-03752599$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Nováková, Michaela</creatorcontrib><creatorcontrib>Gallay, Michal</creatorcontrib><creatorcontrib>Šupinský, Jozef</creatorcontrib><creatorcontrib>Ferré, Eric</creatorcontrib><creatorcontrib>Asti, Riccardo</creatorcontrib><creatorcontrib>de Saint Blanquat, Michel</creatorcontrib><creatorcontrib>Bajolet, Flora</creatorcontrib><creatorcontrib>Sorriaux, Patrick</creatorcontrib><title>Correcting laser scanning intensity recorded in a cave environment for high-resolution lithological mapping: A case study of the Gouffre Georges, France</title><title>Remote sensing of environment</title><description>Active remote sensing by laser scanning (LiDAR) has markedly improved the mapping of a cave environment with an unprecedented level of accuracy and spatial detail. However, the use of laser intensity simultaneously recorded during the scanning of caves remains unexplored despite it having promising potential for lithological mapping as it has been demonstrated by many applications in open-sky conditions. The appropriate use of laser intensity requires calibration and corrections for influencing factors, which are different in caves as opposed to the above-ground environments. Our study presents an efficient and complex workflow to correct the recorded intensity, which takes into consideration the acquisition geometry, micromorphology of the cave surface, and the specific atmospheric influence previously neglected in terrestrial laser scanning. The applicability of the approach is demonstrated on terrestrial LiDAR data acquired in the Gouffre Georges, a cave located in the northern Pyrenees in France. The cave is unique for its geology and lithology allowing for observation, with a spectacular continuity without any vegetal cover, of the contact between marble and lherzolite rocks and tectonic structures that characterize such contact. The overall accuracy of rock surface classification based on the corrected laser intensity was over 84%. The presence of water or a wet surface introduced bias of the intensity values towards lower values complicating the material discrimination. Such conditions have to be considered in applications of the recorded laser intensity in mapping underground spaces. The presented method allows for putting geological observations in an absolute spatial reference frame, which is often very difficult in a cave environment. Thus, laser scanning of the cave geometry assigned with the corrected laser intensity is an invaluable tool to unravel the complexity of such a lithological environment. •Complex intensity correction workflow for a cave environment was presented.•Atmospheric attenuation needs to be considered for cave-related intensity correction.•Method was efficiently applied to distinguish rock types within the point cloud.•Laser intensity is valuable for detailed mapping of underground environment.</description><subject>Applied geology</subject><subject>Cave</subject><subject>Earth Sciences</subject><subject>Geomorphology</subject><subject>Intensity correction</subject><subject>LiDAR</subject><subject>Lithological mapping</subject><subject>Sciences of the Universe</subject><subject>Terrestrial laser scanning</subject><issn>0034-4257</issn><issn>1879-0704</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9kc9KAzEQxoMoWKsP4C1ncWuS_ZfVUynWCgUveg5pdtJN2SYlyRb6Jj6uKSsePQ0zfL8ZvvkQuqdkRgmtnnYzH2DGCGMzSnNGyQWaUF43GalJcYkmhORFVrCyvkY3IewIoSWv6QR9L5z3oKKxW9zLAB4HJa09t8ZGsMHEE04C51to0whLrOQRMNij8c7uwUasnced2XaZh-D6IRpncW9i53q3NUr2eC8Ph7TxGc8THACHOLQn7DSOHeA3N2jtUwXntxAe8dJLq-AWXWnZB7j7rVP0tXz9XKyy9cfb-2K-zlRelzHbMGDJZqUkr5pGFwVvy7ostCqgUrzOqeZlTouaN5QQxtNvNhuiqCqTHZLLJp-ih3FvJ3tx8GYv_Uk4acRqvhbGhkGQdIiVTXOkSUxHsfIuBA_6j6BEnHMQO5FyEOccxJhDYl5GBpKLowEvgjKQHLbm_HjROvMP_QOWOJH9</recordid><startdate>20221001</startdate><enddate>20221001</enddate><creator>Nováková, Michaela</creator><creator>Gallay, Michal</creator><creator>Šupinský, Jozef</creator><creator>Ferré, Eric</creator><creator>Asti, Riccardo</creator><creator>de Saint Blanquat, Michel</creator><creator>Bajolet, Flora</creator><creator>Sorriaux, Patrick</creator><general>Elsevier Inc</general><general>Elsevier</general><scope>AAYXX</scope><scope>CITATION</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0001-8150-104X</orcidid></search><sort><creationdate>20221001</creationdate><title>Correcting laser scanning intensity recorded in a cave environment for high-resolution lithological mapping: A case study of the Gouffre Georges, France</title><author>Nováková, Michaela ; Gallay, Michal ; Šupinský, Jozef ; Ferré, Eric ; Asti, Riccardo ; de Saint Blanquat, Michel ; Bajolet, Flora ; Sorriaux, Patrick</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Applied geology</topic><topic>Cave</topic><topic>Earth Sciences</topic><topic>Geomorphology</topic><topic>Intensity correction</topic><topic>LiDAR</topic><topic>Lithological mapping</topic><topic>Sciences of the Universe</topic><topic>Terrestrial laser scanning</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Nováková, Michaela</creatorcontrib><creatorcontrib>Gallay, Michal</creatorcontrib><creatorcontrib>Šupinský, Jozef</creatorcontrib><creatorcontrib>Ferré, Eric</creatorcontrib><creatorcontrib>Asti, Riccardo</creatorcontrib><creatorcontrib>de Saint Blanquat, Michel</creatorcontrib><creatorcontrib>Bajolet, Flora</creatorcontrib><creatorcontrib>Sorriaux, Patrick</creatorcontrib><collection>CrossRef</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>Remote sensing of environment</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Nováková, Michaela</au><au>Gallay, Michal</au><au>Šupinský, Jozef</au><au>Ferré, Eric</au><au>Asti, Riccardo</au><au>de Saint Blanquat, Michel</au><au>Bajolet, Flora</au><au>Sorriaux, Patrick</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Correcting laser scanning intensity recorded in a cave environment for high-resolution lithological mapping: A case study of the Gouffre Georges, France</atitle><jtitle>Remote sensing of environment</jtitle><date>2022-10-01</date><risdate>2022</risdate><volume>280</volume><spage>113210</spage><pages>113210-</pages><artnum>113210</artnum><issn>0034-4257</issn><eissn>1879-0704</eissn><abstract>Active remote sensing by laser scanning (LiDAR) has markedly improved the mapping of a cave environment with an unprecedented level of accuracy and spatial detail. However, the use of laser intensity simultaneously recorded during the scanning of caves remains unexplored despite it having promising potential for lithological mapping as it has been demonstrated by many applications in open-sky conditions. The appropriate use of laser intensity requires calibration and corrections for influencing factors, which are different in caves as opposed to the above-ground environments. Our study presents an efficient and complex workflow to correct the recorded intensity, which takes into consideration the acquisition geometry, micromorphology of the cave surface, and the specific atmospheric influence previously neglected in terrestrial laser scanning. The applicability of the approach is demonstrated on terrestrial LiDAR data acquired in the Gouffre Georges, a cave located in the northern Pyrenees in France. The cave is unique for its geology and lithology allowing for observation, with a spectacular continuity without any vegetal cover, of the contact between marble and lherzolite rocks and tectonic structures that characterize such contact. The overall accuracy of rock surface classification based on the corrected laser intensity was over 84%. The presence of water or a wet surface introduced bias of the intensity values towards lower values complicating the material discrimination. Such conditions have to be considered in applications of the recorded laser intensity in mapping underground spaces. The presented method allows for putting geological observations in an absolute spatial reference frame, which is often very difficult in a cave environment. Thus, laser scanning of the cave geometry assigned with the corrected laser intensity is an invaluable tool to unravel the complexity of such a lithological environment. •Complex intensity correction workflow for a cave environment was presented.•Atmospheric attenuation needs to be considered for cave-related intensity correction.•Method was efficiently applied to distinguish rock types within the point cloud.•Laser intensity is valuable for detailed mapping of underground environment.</abstract><pub>Elsevier Inc</pub><doi>10.1016/j.rse.2022.113210</doi><orcidid>https://orcid.org/0000-0001-8150-104X</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 0034-4257
ispartof Remote sensing of environment, 2022-10, Vol.280, p.113210, Article 113210
issn 0034-4257
1879-0704
language eng
recordid cdi_hal_primary_oai_HAL_insu_03752599v1
source ScienceDirect Freedom Collection 2022-2024
subjects Applied geology
Cave
Earth Sciences
Geomorphology
Intensity correction
LiDAR
Lithological mapping
Sciences of the Universe
Terrestrial laser scanning
title Correcting laser scanning intensity recorded in a cave environment for high-resolution lithological mapping: A case study of the Gouffre Georges, France
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-22T07%3A38%3A56IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-hal_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Correcting%20laser%20scanning%20intensity%20recorded%20in%20a%20cave%20environment%20for%20high-resolution%20lithological%20mapping:%20A%20case%20study%20of%20the%20Gouffre%20Georges,%20France&rft.jtitle=Remote%20sensing%20of%20environment&rft.au=Nov%C3%A1kov%C3%A1,%20Michaela&rft.date=2022-10-01&rft.volume=280&rft.spage=113210&rft.pages=113210-&rft.artnum=113210&rft.issn=0034-4257&rft.eissn=1879-0704&rft_id=info:doi/10.1016/j.rse.2022.113210&rft_dat=%3Chal_cross%3Eoai_HAL_insu_03752599v1%3C/hal_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c375t-b2e28796ca8699f448d5754fc4e6c8731f8531478910028113bb0c1c5ded03a93%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true