Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden

This study proposes a method for the classification of lithic raw materials by means of hyperspectral imaging, a non-destructive fast analytical technique. The information potential of this approach was tested on a dwelling site dated to mid-late Mesolithic (7200-5800 BP) at Lillsjön, Ångermanland,...

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Published in:Lithic Technology
Main Authors: Sciuto C., Geladi P., La Rosa L., Linderholm J., Thyrel M.
Other Authors: Sciuto, C., Geladi, P., La Rosa, L., Linderholm, J., Thyrel, M.
Format: Article in Journal/Newspaper
Language:English
Published: 2019
Subjects:
Online Access:https://hdl.handle.net/11568/1013720
https://doi.org/10.1080/01977261.2018.1543105
https://www.tandfonline.com/doi/full/10.1080/01977261.2018.1543105
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author Sciuto C.
Geladi P.
La Rosa L.
Linderholm J.
Thyrel M.
author2 Sciuto, C.
Geladi, P.
La Rosa, L.
Linderholm, J.
Thyrel, M.
author_facet Sciuto C.
Geladi P.
La Rosa L.
Linderholm J.
Thyrel M.
author_sort Sciuto C.
collection ARPI - Archivio della Ricerca dell'Università di Pisa
container_issue 1
container_start_page 22
container_title Lithic Technology
container_volume 44
description This study proposes a method for the classification of lithic raw materials by means of hyperspectral imaging, a non-destructive fast analytical technique. The information potential of this approach was tested on a dwelling site dated to mid-late Mesolithic (7200-5800 BP) at Lillsjön, Ångermanland, Sweden. A dataset of lithic tools and flakes (2612 objects) made of quartz and quartzite, was analyzed using a shortwave infrared hyperspectral imaging system. The classification of the raw materials was performed applying multivariate statistical models. A random test set of 55 artefacts was selected, classified according to spectral signature and divided into categories corresponding to different geological materials. The same test set was analyzed with Energy Dispersive X-Ray Fluorescence (ED XRF) to validate the classification. The entire dataset of lithics collected on the site was then classified applying a SIMCA model. The distribution of items on the site was visualized in a 3D GIS platform according to their geological classification to highlight patterns that could indicate different use of the space and dynamics of raw materials supply over time.
format Article in Journal/Newspaper
genre Northern Sweden
genre_facet Northern Sweden
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op_doi https://doi.org/10.1080/01977261.2018.1543105
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volume:44
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journal:LITHIC TECHNOLOGY
https://hdl.handle.net/11568/1013720
doi:10.1080/01977261.2018.1543105
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spelling ftunivpisairis:oai:arpi.unipi.it:11568/1013720 2025-01-16T23:55:28+00:00 Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden Sciuto C. Geladi P. La Rosa L. Linderholm J. Thyrel M. Sciuto, C. Geladi, P. La Rosa, L. Linderholm, J. Thyrel, M. 2019 STAMPA https://hdl.handle.net/11568/1013720 https://doi.org/10.1080/01977261.2018.1543105 https://www.tandfonline.com/doi/full/10.1080/01977261.2018.1543105 eng eng info:eu-repo/semantics/altIdentifier/wos/WOS:000457783400003 volume:44 issue:1 firstpage:22 lastpage:35 numberofpages:14 journal:LITHIC TECHNOLOGY https://hdl.handle.net/11568/1013720 doi:10.1080/01977261.2018.1543105 info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85057246757 https://www.tandfonline.com/doi/full/10.1080/01977261.2018.1543105 info:eu-repo/semantics/openAccess chemometric ED-XRF hyperspectral imaging intra-site analysi Lithic raw material Swedish Mesolithic semi-subterranean dwellings info:eu-repo/semantics/article 2019 ftunivpisairis https://doi.org/10.1080/01977261.2018.1543105 2024-01-17T18:01:17Z This study proposes a method for the classification of lithic raw materials by means of hyperspectral imaging, a non-destructive fast analytical technique. The information potential of this approach was tested on a dwelling site dated to mid-late Mesolithic (7200-5800 BP) at Lillsjön, Ångermanland, Sweden. A dataset of lithic tools and flakes (2612 objects) made of quartz and quartzite, was analyzed using a shortwave infrared hyperspectral imaging system. The classification of the raw materials was performed applying multivariate statistical models. A random test set of 55 artefacts was selected, classified according to spectral signature and divided into categories corresponding to different geological materials. The same test set was analyzed with Energy Dispersive X-Ray Fluorescence (ED XRF) to validate the classification. The entire dataset of lithics collected on the site was then classified applying a SIMCA model. The distribution of items on the site was visualized in a 3D GIS platform according to their geological classification to highlight patterns that could indicate different use of the space and dynamics of raw materials supply over time. Article in Journal/Newspaper Northern Sweden ARPI - Archivio della Ricerca dell'Università di Pisa Lithic Technology 44 1 22 35
spellingShingle chemometric
ED-XRF
hyperspectral imaging
intra-site analysi
Lithic raw material
Swedish Mesolithic semi-subterranean dwellings
Sciuto C.
Geladi P.
La Rosa L.
Linderholm J.
Thyrel M.
Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden
title Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden
title_full Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden
title_fullStr Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden
title_full_unstemmed Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden
title_short Hyperspectral Imaging for Characterization of Lithic Raw Materials: The Case of a Mesolithic Dwelling in Northern Sweden
title_sort hyperspectral imaging for characterization of lithic raw materials: the case of a mesolithic dwelling in northern sweden
topic chemometric
ED-XRF
hyperspectral imaging
intra-site analysi
Lithic raw material
Swedish Mesolithic semi-subterranean dwellings
topic_facet chemometric
ED-XRF
hyperspectral imaging
intra-site analysi
Lithic raw material
Swedish Mesolithic semi-subterranean dwellings
url https://hdl.handle.net/11568/1013720
https://doi.org/10.1080/01977261.2018.1543105
https://www.tandfonline.com/doi/full/10.1080/01977261.2018.1543105