Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field
The existence of diagnostic features in the visible and infrared regions makes it possible to use reflectance spectra not only to identify mineral assemblages but also for calibration and classification of satellite images, considering lithological and/or mineral mapping. For this purpose, a consist...
Main Authors: | , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2021-03-01
|
Series: | Data |
Subjects: | |
Online Access: | https://www.mdpi.com/2306-5729/6/3/33 |
id |
doaj-c43a3821b0564850b0fd6e0cd9786997 |
---|---|
record_format |
Article |
spelling |
doaj-c43a3821b0564850b0fd6e0cd97869972021-03-17T00:03:29ZengMDPI AGData2306-57292021-03-016333310.3390/data6030033Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite FieldJoana Cardoso-Fernandes0João Silva1Filipa Dias2Alexandre Lima3Ana C. Teodoro4Odile Barrès5Jean Cauzid6Mônica Perrotta7Encarnación Roda-Robles8Maria Anjos Ribeiro9Department of Geosciences, Environment and Spatial Plannings, Faculty of Sciences, University of Porto, Rua Campo Alegre, 4169-007 Porto, PortugalDepartment of Geosciences, Environment and Spatial Plannings, Faculty of Sciences, University of Porto, Rua Campo Alegre, 4169-007 Porto, PortugalDepartment of Geosciences, Environment and Spatial Plannings, Faculty of Sciences, University of Porto, Rua Campo Alegre, 4169-007 Porto, PortugalDepartment of Geosciences, Environment and Spatial Plannings, Faculty of Sciences, University of Porto, Rua Campo Alegre, 4169-007 Porto, PortugalDepartment of Geosciences, Environment and Spatial Plannings, Faculty of Sciences, University of Porto, Rua Campo Alegre, 4169-007 Porto, PortugalCNRS, GeoRessources Laboratory, Université de Lorraine, F-54000 Nancy, FranceCNRS, GeoRessources Laboratory, Université de Lorraine, F-54000 Nancy, FranceRemote Sensing and Mineral Spectroscopy Laboratory, Geological Survey of Brazil (CPRM), Rua Costa 55, São Paulo 01304-010, BrazilDepartamento de Geología, Universidad del País Vasco (UPV/EHU), Barrio Sarriena, Leioa, 48940 Bilbao, SpainDepartment of Geosciences, Environment and Spatial Plannings, Faculty of Sciences, University of Porto, Rua Campo Alegre, 4169-007 Porto, PortugalThe existence of diagnostic features in the visible and infrared regions makes it possible to use reflectance spectra not only to identify mineral assemblages but also for calibration and classification of satellite images, considering lithological and/or mineral mapping. For this purpose, a consistent spectral library with the target spectra of minerals and rocks is needed. Currently, there is big market pressure for raw materials including lithium (Li) that has driven new satellite image applications for Li exploration. However, there are no reference spectra for petalite (a Li mineral) in large, open spectral datasets. In this work, a spectral library was built exclusively dedicated to Li minerals and Li pegmatite exploration through satellite remote sensing. The database includes field and laboratory spectra collected in the Fregeneda–Almendra region (Spain–Portugal) from (i) distinct Li minerals (spodumene, petalite, lepidolite); (ii) several Li pegmatites and other outcropping lithologies to allow satellite-based lithological mapping; (iii) areas previously misclassified as Li pegmatites using machine learning algorithms to allow comparisons between these regions and the target areas. Ancillary data include (i) sample location and coordinates, (ii) sample conditions, (iii) sample color, (iv) type of face measured, (v) equipment used, and for the laboratory spectra, (vi) sample photographs, (vii) continuum removed spectra files, and (viii) statistics on the main absorption features automatically extracted. The potential future uses of this spectral library are reinforced by its major advantages: (i) data is provided in a universal file format; (ii) it allows users to compare field and laboratory spectra; (iii) a large number of complementary data allow the comparison of shape, asymmetry, and depth of the absorption features of the distinct Li minerals.https://www.mdpi.com/2306-5729/6/3/33reflectance spectroscopyspectrometergeological explorationremote sensingpegmatitelithium |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Joana Cardoso-Fernandes João Silva Filipa Dias Alexandre Lima Ana C. Teodoro Odile Barrès Jean Cauzid Mônica Perrotta Encarnación Roda-Robles Maria Anjos Ribeiro |
spellingShingle |
Joana Cardoso-Fernandes João Silva Filipa Dias Alexandre Lima Ana C. Teodoro Odile Barrès Jean Cauzid Mônica Perrotta Encarnación Roda-Robles Maria Anjos Ribeiro Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field Data reflectance spectroscopy spectrometer geological exploration remote sensing pegmatite lithium |
author_facet |
Joana Cardoso-Fernandes João Silva Filipa Dias Alexandre Lima Ana C. Teodoro Odile Barrès Jean Cauzid Mônica Perrotta Encarnación Roda-Robles Maria Anjos Ribeiro |
author_sort |
Joana Cardoso-Fernandes |
title |
Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field |
title_short |
Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field |
title_full |
Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field |
title_fullStr |
Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field |
title_full_unstemmed |
Tools for Remote Exploration: A Lithium (Li) Dedicated Spectral Library of the Fregeneda–Almendra Aplite–Pegmatite Field |
title_sort |
tools for remote exploration: a lithium (li) dedicated spectral library of the fregeneda–almendra aplite–pegmatite field |
publisher |
MDPI AG |
series |
Data |
issn |
2306-5729 |
publishDate |
2021-03-01 |
description |
The existence of diagnostic features in the visible and infrared regions makes it possible to use reflectance spectra not only to identify mineral assemblages but also for calibration and classification of satellite images, considering lithological and/or mineral mapping. For this purpose, a consistent spectral library with the target spectra of minerals and rocks is needed. Currently, there is big market pressure for raw materials including lithium (Li) that has driven new satellite image applications for Li exploration. However, there are no reference spectra for petalite (a Li mineral) in large, open spectral datasets. In this work, a spectral library was built exclusively dedicated to Li minerals and Li pegmatite exploration through satellite remote sensing. The database includes field and laboratory spectra collected in the Fregeneda–Almendra region (Spain–Portugal) from (i) distinct Li minerals (spodumene, petalite, lepidolite); (ii) several Li pegmatites and other outcropping lithologies to allow satellite-based lithological mapping; (iii) areas previously misclassified as Li pegmatites using machine learning algorithms to allow comparisons between these regions and the target areas. Ancillary data include (i) sample location and coordinates, (ii) sample conditions, (iii) sample color, (iv) type of face measured, (v) equipment used, and for the laboratory spectra, (vi) sample photographs, (vii) continuum removed spectra files, and (viii) statistics on the main absorption features automatically extracted. The potential future uses of this spectral library are reinforced by its major advantages: (i) data is provided in a universal file format; (ii) it allows users to compare field and laboratory spectra; (iii) a large number of complementary data allow the comparison of shape, asymmetry, and depth of the absorption features of the distinct Li minerals. |
topic |
reflectance spectroscopy spectrometer geological exploration remote sensing pegmatite lithium |
url |
https://www.mdpi.com/2306-5729/6/3/33 |
work_keys_str_mv |
AT joanacardosofernandes toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT joaosilva toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT filipadias toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT alexandrelima toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT anacteodoro toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT odilebarres toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT jeancauzid toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT monicaperrotta toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT encarnacionrodarobles toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield AT mariaanjosribeiro toolsforremoteexplorationalithiumlidedicatedspectrallibraryofthefregenedaalmendraaplitepegmatitefield |
_version_ |
1724219138646212608 |