Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions

Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/) Bustamante-Calabria, M. (2023). Characterisation of night-time outdoor lighting in small urban centres using cluster analysis of remotely sensed light emissions...

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Detalles Bibliográficos
Autores: Bustamante-Calabria, Máximo, Martín-Ruiz, Susana, Sánchez de Miguel, A., Ortiz, José Luis, Vílchez Medina, José Manuel, Aceituno, Jesús
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2024
País:España
Institución:Consejo Superior de Investigaciones Científicas (CSIC)
Repositorio:DIGITAL.CSIC. Repositorio Institucional del CSIC
OAI Identifier:oai:digital.csic.es:10261/371218
Acceso en línea:http://hdl.handle.net/10261/371218
Access Level:acceso abierto
Palabra clave:Outdoor lighting
Light pollution
Remote sensing
Cluster analysis
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spelling Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissionsBustamante-Calabria, MáximoMartín-Ruiz, SusanaSánchez de Miguel, A.Ortiz, José LuisVílchez Medina, José ManuelAceituno, JesúsOutdoor lightingLight pollutionRemote sensingCluster analysisPublished by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/) Bustamante-Calabria, M. (2023). Characterisation of night-time outdoor lighting in small urban centres using cluster analysis of remotely sensed light emissions (Dataset) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7951019Evidence of the negative impact of light pollution on ecosystems is increasing every year. Its monitoring and study requires the identification, characterisation and control of the emitting sources. This is the case of urban centres with outdoor lighting that spills light outside the place it is intended to illuminate. The quantity and nature of the pollutant (artificial light at night) depends on the lamps used and how they are positioned, which is important because a greater proportion of blue light means a greater scattering effect. In this study, we analysed the emissions of 100 urban centres in the north of Granada province (Spain), using images from International Space Station (ISS) in 2012 and 2021, and compared the results with public lighting inventories and with data from the VIIRS instrument. Using inference and cluster analysis techniques, we confirmed an overall increase in emissions and a shift in their colour towards blue, consistent with the results of the lighting inventory analysis. However, there is a discrepancy with the results obtained from VIIRS images, which is explained by the lack of sensitivity of this instrument to blue light. We concluded that the analysis of ISS images is a powerful tool for the study and characterisation of street lighting and its evolution, especially when the changes occur in the blue band. © 2024 Elsevier B.V.Authors acknowledge financial support from the grant CEX2021-001131-S funded by MCIN/AEI/10.13039/501100011033 and from project PID2020-112789GB-I00. This publication also is part of the project PDC2022-133985-I00, funded by MCIN/AEI/10.130 39/501100011033 and by the European Union ‘‘NextGenerationEU’’/PRTR. This research was also funded by Diputación Provincial de Granada, as part of a comprehensive study of night sky quality in Granada Geopark.With funding from the Spanish government through the "Severo Ochoa Centre of Excellence" accreditation (CEX2021-001131-S).Peer reviewedElsevier BVAgencia Estatal de Investigación (España)Ministerio de Ciencia e Innovación (España)Consejo Superior de Investigaciones Científicas [https://ror.org/02gfc7t72]2024202420242024info:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_6501Publisher's versioninfo:eu-repo/semantics/publishedVersionhttp://hdl.handle.net/10261/371218reponame:DIGITAL.CSIC. Repositorio Institucional del CSICinstname:Consejo Superior de Investigaciones Científicas (CSIC)Inglés#PLACEHOLDER_PARENT_METADATA_VALUE##PLACEHOLDER_PARENT_METADATA_VALUE##PLACEHOLDER_PARENT_METADATA_VALUE#info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2020-112789GB-I00info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2021-2023/PDC2022-133985-I00info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2021-2023/CEX2021-001131-Shttp://dx.doi.org/10.1016/j.rsase.2024.101183Síinfo:eu-repo/semantics/openAccessoai:digital.csic.es:10261/3712182026-05-22T06:33:51Z
dc.title.none.fl_str_mv Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
title Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
spellingShingle Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
Bustamante-Calabria, Máximo
Outdoor lighting
Light pollution
Remote sensing
Cluster analysis
title_short Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
title_full Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
title_fullStr Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
title_full_unstemmed Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
title_sort Characterisation of night-time outdoor lighting in urban centres using cluster analysis of remotely sensed light emissions
dc.creator.none.fl_str_mv Bustamante-Calabria, Máximo
Martín-Ruiz, Susana
Sánchez de Miguel, A.
Ortiz, José Luis
Vílchez Medina, José Manuel
Aceituno, Jesús
author Bustamante-Calabria, Máximo
author_facet Bustamante-Calabria, Máximo
Martín-Ruiz, Susana
Sánchez de Miguel, A.
Ortiz, José Luis
Vílchez Medina, José Manuel
Aceituno, Jesús
author_role author
author2 Martín-Ruiz, Susana
Sánchez de Miguel, A.
Ortiz, José Luis
Vílchez Medina, José Manuel
Aceituno, Jesús
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Agencia Estatal de Investigación (España)
Ministerio de Ciencia e Innovación (España)
Consejo Superior de Investigaciones Científicas [https://ror.org/02gfc7t72]
dc.subject.none.fl_str_mv Outdoor lighting
Light pollution
Remote sensing
Cluster analysis
topic Outdoor lighting
Light pollution
Remote sensing
Cluster analysis
description Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/) Bustamante-Calabria, M. (2023). Characterisation of night-time outdoor lighting in small urban centres using cluster analysis of remotely sensed light emissions (Dataset) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.7951019
publishDate 2024
dc.date.none.fl_str_mv 2024
2024
2024
2024
dc.type.none.fl_str_mv info:eu-repo/semantics/article
http://purl.org/coar/resource_type/c_6501
Publisher's version
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/10261/371218
url http://hdl.handle.net/10261/371218
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
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info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2020-112789GB-I00
info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2021-2023/PDC2022-133985-I00
info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2021-2023/CEX2021-001131-S
http://dx.doi.org/10.1016/j.rsase.2024.101183

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dc.publisher.none.fl_str_mv Elsevier BV
publisher.none.fl_str_mv Elsevier BV
dc.source.none.fl_str_mv reponame:DIGITAL.CSIC. Repositorio Institucional del CSIC
instname:Consejo Superior de Investigaciones Científicas (CSIC)
instname_str Consejo Superior de Investigaciones Científicas (CSIC)
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