Released
Dataset

Supplement to: The New World Atlas of Artificial Night Sky Brightness

Cite as:

Falchi, Fabio; Cinzano, Pierantonio; Duriscoe, Dan; Kyba, Christopher C. M.; Elvidge, Christopher D.; Baugh, Kimberly; Portnov, Boris; Rybnikova, Nataliya A.; Furgoni, Riccardo (2016): Supplement to: The New World Atlas of Artificial Night Sky Brightness. V. 1.1. GFZ Data Services. https://doi.org/10.5880/GFZ.1.4.2016.001

Status

I   N       R   E   V   I   E   W : Falchi, Fabio; Cinzano, Pierantonio; Duriscoe, Dan; Kyba, Christopher C. M.; Elvidge, Christopher D.; Baugh, Kimberly; Portnov, Boris; Rybnikova, Nataliya A.; Furgoni, Riccardo (2016): Supplement to: The New World Atlas of Artificial Night Sky Brightness. V. 1.1. GFZ Data Services. https://doi.org/10.5880/GFZ.1.4.2016.001

Abstract

These are maps of artificial night sky radiance that were produced by the Light Pollution Science and Technology Institute (ISTIL), and described in the paper "The New World Atlas of Artificial Night Sky Brightness" (Falchi et al. 2016).

The data are stored in a 2.9 Gb geotiff file, on a 30 arcsecond grid. The map reports simulated zenith radiance data in [mcd/m^2]. The map is based on data from the VIIRS Day Night Band (DNB, MIller et al. 2013), which has been propagated through the atmosphere using the radiative transfer code reported in (Cinzano and Falchi, 2012). The upward emission function and the radiance calibration were obtained using data from Sky Quality Meters (including data from Duriscoe et al. 2007; Falchi 2010; Kyba et al 2013, 2015 and Zamorano et al. 2016).

Note that the maps report artificial light only! The zenith radiance from natural sources such as stars and the Milky Way are not included, and must be added in order to match the data that would be obtained from an actual outdoor measurement.

A kmz file for quick view of the data is also provided. Access to the FTP site to download the data can be requested via the data request form on the landing page.

Version History:
13 November 2019: change of the licence to CC BY NC 4.0 (after end of embargo period).

Additional Information

Artificial lights raise the night sky luminance, creating the most visible effect of light pollution, artificial sky glow. Despite the increasing interest among scientists in fields such as ecology, astronomy, healthcare, land use planning, light pollution lacks a current quantification of its magnitude on a global scale. To overcome this, here we present the World atlas of the artificial sky luminance, computed with our light pollution propagation software using new high resolution satellite data and new precision sky brightness measurements. This atlas shows that more than 80% of the World and more than 99% of the U.S.A. and Europe populations live under light polluted skies. The Milky Way is hidden for more than one third of humanity, including 60% of Europeans and nearly 80% of North Americans. Moreover, 23% of World's lands between 75°N and 60°S, 88% of Europe and almost half of U.S.A. experience light polluted nights.

Authors

  • Falchi, Fabio;ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
  • Cinzano, Pierantonio;ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
  • Duriscoe, Dan;National Park Service, U.S. Department of Interior
  • Kyba, Christopher C. M.;GFZ German Research Centre for Geosciences, Potsdam, Germany
  • Elvidge, Christopher D.;Earth Observation Group, NOAA National Centers for Environmental Information, Boulder, Colorado, USA
  • Baugh, Kimberly;Cooperative Institute for Research in the Environmental Sciences, University of Colorado, Boulder, USA
  • Portnov, Boris;Department of Natural Resources & Environ-mental Management, Faculty of Management, University of Haifa, Israel
  • Rybnikova, Nataliya A.;Department of Natural Resources & Environ-mental Management, Faculty of Management, University of Haifa, Israel
  • Furgoni, Riccardo;ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy

Contact

  • Falchi, Fabio; ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy;
  • Kyba, Christopher C. M.; GFZ German Research Centre for Geosciences, Potsdam, Germany;

Contributors

Grothe, Jakob

Keywords

artificial light, ALAN, skyglow, light pollution, atlas, night, radiative transfer, Suomi NPP, Sky Quality Meter

GCMD Science Keywords

More Metadata

  • datacite: download xml
    • resource (xsi:schemaLocation=http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.3/metadata.xsd)
      • identifier (identifierType=DOI): 10.5880/GFZ.1.4.2016.001
      • creators
        • creator
          • creatorName (nameType=Personal): Falchi, Fabio
          • givenName: Fabio
          • familyName: Falchi
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-3706-5639
          • affiliation: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
        • creator
          • creatorName (nameType=Personal): Cinzano, Pierantonio
          • givenName: Pierantonio
          • familyName: Cinzano
          • affiliation: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
        • creator
          • creatorName (nameType=Personal): Duriscoe, Dan
          • givenName: Dan
          • familyName: Duriscoe
          • affiliation: National Park Service, U.S. Department of Interior
        • creator
          • creatorName (nameType=Personal): Kyba, Christopher C. M.
          • givenName: Christopher C. M.
          • familyName: Kyba
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-7014-1843
          • affiliation (affiliationIdentifier=0000-0001-7014-1843 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • creator
          • creatorName (nameType=Personal): Elvidge, Christopher D.
          • givenName: Christopher D.
          • familyName: Elvidge
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-0584-1098
          • affiliation: Earth Observation Group, NOAA National Centers for Environmental Information, Boulder, Colorado, USA
        • creator
          • creatorName (nameType=Personal): Baugh, Kimberly
          • givenName: Kimberly
          • familyName: Baugh
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-3548-7045
          • affiliation: Cooperative Institute for Research in the Environmental Sciences, University of Colorado, Boulder, USA
        • creator
          • creatorName (nameType=Personal): Portnov, Boris
          • givenName: Boris
          • familyName: Portnov
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-1537-0832
          • affiliation: Department of Natural Resources & Environ-mental Management, Faculty of Management, University of Haifa, Israel
        • creator
          • creatorName (nameType=Personal): Rybnikova, Nataliya A.
          • givenName: Nataliya A.
          • familyName: Rybnikova
          • nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-3135-6865
          • affiliation: Department of Natural Resources & Environ-mental Management, Faculty of Management, University of Haifa, Israel
        • creator
          • creatorName (nameType=Personal): Furgoni, Riccardo
          • givenName: Riccardo
          • familyName: Furgoni
          • affiliation: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
      • titles
        • title: Supplement to: The New World Atlas of Artificial Night Sky Brightness
      • publisher: GFZ Data Services
      • publicationYear: 2016
      • subjects
        • subject: artificial light
        • subject: ALAN
        • subject: skyglow
        • subject: light pollution
        • subject: atlas
        • subject: night
        • subject: radiative transfer
        • subject: Suomi NPP
        • subject: Sky Quality Meter
        • subject (subjectScheme=NASA/GCMD Earth Science Keywords): EARTH SCIENCE SERVICES > DATA ANALYSIS AND VISUALIZATION > VISUALIZATION/IMAGE PROCESSING
      • contributors
        • contributor (contributorType=RelatedPerson)
          • contributorName: Grothe, Jakob
          • affiliation (affiliationIdentifier= affiliationIdentifierScheme=): GFZ German Research Centre for Geosciences, Potsdam, Germany
        • contributor (contributorType=ContactPerson)
          • contributorName: Falchi, Fabio
          • affiliation: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
        • contributor (contributorType=ContactPerson)
          • contributorName: Kyba, Christopher C. M.
          • affiliation (affiliationIdentifier= affiliationIdentifierScheme=): GFZ German Research Centre for Geosciences, Potsdam, Germany
      • dates
        • date (dateType=Available): 
      • resourceType (resourceTypeGeneral=Dataset): Dataset
      • relatedIdentifiers
        • relatedIdentifier (relatedIdentifierType=DOI relationType=IsSupplementTo): 10.1126/sciadv.1600377
        • relatedIdentifier (relatedIdentifierType=DOI relationType=IsNewVersionOf): 10.1046/j.1365-8711.2001.04882.x
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.1111/j.1365-2966.2012.21884.x
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.1086/512069
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.1111/j.1365-2966.2010.17845.x
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.1038/srep08409
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.1038/srep01835
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.3390/rs5126717
        • relatedIdentifier (relatedIdentifierType=DOI relationType=References): 10.1016/j.jqsrt.2016.02.029
        • relatedIdentifier (relatedIdentifierType=URL relationType=HasMetadata): http://www.inquinamentoluminoso.it/dmsp/index.html
      • sizes: 
      • formats: 
      • version: 1.1
      • rightsList
        • rights (rightsURI=https://creativecommons.org/licenses/by-nc/4.0/): Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)
      • descriptions
        • description (descriptionType=Abstract)
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
          • br: 
        • description (descriptionType=Other)
          • br: 
  • iso19115: download xml
    • MD_Metadata (xsi:schemaLocation=http://www.isotc211.org/2005/gmd http://www.isotc211.org/2005/gmd/gmd.xsd)
      • fileIdentifier
        • CharacterString: 10.5880/GFZ.1.4.2016.001
      • language
        • LanguageCode (codeList=http://www.loc.gov/standards/iso639-2/ codeListValue=eng): eng
      • characterSet
        • MD_CharacterSetCode (codeListValue=utf8 codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_CharacterSetCode): 
      • hierarchyLevel
        • MD_ScopeCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ScopeCode codeListValue=dataset): dataset
      • hierarchyLevelName
        • CharacterString: 
      • contact
        • CI_ResponsibleParty
          • organisationName
            • CharacterString: GFZ German Research Centre for Geosciences
          • contactInfo
            • CI_Contact
              • address
                • CI_Address
                  • electronicMailAddress
                    • CharacterString: datapub(_at_)gfz-potsdam.de
              • onlineResource
                • CI_OnlineResource
                  • linkage
                    • URL: http://www.gfz-potsdam.de
                  • name
                    • CharacterString: Helmholtz-Centre Potsdam - GFZ German Research Centre for Geosciences
                  • description
                    • CharacterString: Helmholtz-Centre Potsdam - GFZ German Research Centre for Geosciences
          • role
            • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=pointOfContact): pointOfContact
      • dateStamp
        • Date: 2024-08-02
      • referenceSystemInfo
        • MD_ReferenceSystem
          • referenceSystemIdentifier
            • RS_Identifier
              • code
                • CharacterString: urn:ogc:def:crs:EPSG:4326
      • identificationInfo
        • MD_DataIdentification
          • citation
            • CI_Citation
              • title
                • CharacterString: Supplement to: The New World Atlas of Artificial Night Sky Brightness
              • date
                • CI_Date
                  • date
                    • Date: 2024-08-02
                  • dateType
                    • CI_DateTypeCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode codeListValue=revision): revision
              • identifier
                • MD_Identifier
                  • code
                    • CharacterString: doi:10.5880/GFZ.1.4.2016.001
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0002-3706-5639)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Falchi, Fabio
                  • organisationName
                    • CharacterString: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Cinzano, Pierantonio
                  • organisationName
                    • CharacterString: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Duriscoe, Dan
                  • organisationName
                    • CharacterString: National Park Service, U.S. Department of Interior
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0001-7014-1843)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Kyba, Christopher C. M.
                  • organisationName
                    • CharacterString: GFZ German Research Centre for Geosciences, Potsdam, Germany
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0003-0584-1098 )
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Elvidge, Christopher D.
                  • organisationName
                    • CharacterString: Earth Observation Group, NOAA National Centers for Environmental Information, Boulder, Colorado, USA
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0002-3548-7045)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Baugh, Kimberly
                  • organisationName
                    • CharacterString: Cooperative Institute for Research in the Environmental Sciences, University of Colorado, Boulder, USA
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0003-1537-0832)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Portnov, Boris
                  • organisationName
                    • CharacterString: Department of Natural Resources & Environ-mental Management, Faculty of Management, University of Haifa, Israel
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty (xlink:href=http://orcid.org/0000-0002-3135-6865)
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Rybnikova, Nataliya A.
                  • organisationName
                    • CharacterString: Department of Natural Resources & Environ-mental Management, Faculty of Management, University of Haifa, Israel
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty
                • CI_ResponsibleParty
                  • individualName
                    • CharacterString: Furgoni, Riccardo
                  • organisationName
                    • CharacterString: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
              • citedResponsibleParty
                • CI_ResponsibleParty
                  • organisationName
                    • CharacterString: GFZ Data Services
                  • role
                    • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=publisher): publisher
          • abstract
            • CharacterString: These are maps of artificial night sky radiance that were produced by the Light Pollution Science and Technology Institute (ISTIL), and described in the paper "The New World Atlas of Artificial Night Sky Brightness" (Falchi et al. 2016). The data are stored in a 2.9 Gb geotiff file, on a 30 arcsecond grid. The map reports simulated zenith radiance data in [mcd/m^2]. The map is based on data from the VIIRS Day Night Band (DNB, MIller et al. 2013), which has been propagated through the atmosphere using the radiative transfer code reported in (Cinzano and Falchi, 2012). The upward emission function and the radiance calibration were obtained using data from Sky Quality Meters (including data from Duriscoe et al. 2007; Falchi 2010; Kyba et al 2013, 2015 and Zamorano et al. 2016). Note that the maps report artificial light only! The zenith radiance from natural sources such as stars and the Milky Way are not included, and must be added in order to match the data that would be obtained from an actual outdoor measurement. A kmz file for quick view of the data is also provided. Access to the FTP site to download the data can be requested via the data request form on the landing page. Version History: 13 November 2019: change of the licence to CC BY NC 4.0 (after end of embargo period).
          • status
            • MD_ProgressCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ProgressCode codeListValue=Complete): Complete
          • pointOfContact
            • CI_ResponsibleParty
              • individualName
                • CharacterString: Falchi, Fabio
              • organisationName
                • CharacterString: ISTIL - Istituto di Scienza e Tecnologia dell'Inquinamento Luminoso, Light Pollution Science and Technology Institute, Thiene, Italy
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: falchi(_at_)istil.it
                  • onlineResource
                    • CI_OnlineResource
                      • linkage
                        • URL: http://www.inquinamentoluminoso.it/istil/
                      • function
                        • CI_OnLineFunctionCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode codeListValue=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode_information): informtion
              • role
                • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=pointOfContact): pointOfContact
          • pointOfContact
            • CI_ResponsibleParty
              • individualName
                • CharacterString: Kyba, Christopher C. M.
              • organisationName
                • CharacterString: GFZ German Research Centre for Geosciences, Potsdam, Germany
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: christopher.kyba(_at_)gfz-potsdam.de
              • role
                • CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=pointOfContact): pointOfContact
          • descriptiveKeywords
            • MD_Keywords
              • keyword
                • CharacterString: artificial light
              • keyword
                • CharacterString: ALAN
              • keyword
                • CharacterString: skyglow
              • keyword
                • CharacterString: light pollution
              • keyword
                • CharacterString: atlas
              • keyword
                • CharacterString: night
              • keyword
                • CharacterString: radiative transfer
              • keyword
                • CharacterString: Suomi NPP
              • keyword
                • CharacterString: Sky Quality Meter
          • descriptiveKeywords
            • MD_Keywords
              • keyword
                • CharacterString: EARTH SCIENCE SERVICES > DATA ANALYSIS AND VISUALIZATION > VISUALIZATION/IMAGE PROCESSING
              • thesaurusName
                • CI_Citation
                  • title
                    • CharacterString: NASA/GCMD Earth Science Keywords
                  • date
                    • CI_Date
                      • date (gco:nilReason=missing): 
                      • dateType
                        • CI_DateTypeCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode codeListValue=publication): publication
          • resourceConstraints (xlink:href=https://creativecommons.org/licenses/by-nc/4.0/)
            • MD_Constraints
              • useLimitation
                • CharacterString: Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)
          • resourceConstraints
            • MD_LegalConstraints
              • accessConstraints
                • MD_RestrictionCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_RestrictionCode codeListValue=otherRestrictions): 
              • otherConstraints
                • CharacterString: Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)
          • resourceConstraints
            • MD_SecurityConstraints
              • classification
                • MD_ClassificationCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_ClassificationCode codeListValue=unclassified): 
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1126/sciadv.1600377
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsSupplementTo): IsSupplementTo
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1046/j.1365-8711.2001.04882.x
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsNewVersionOf): IsNewVersionOf
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1111/j.1365-2966.2012.21884.x
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1086/512069
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1111/j.1365-2966.2010.17845.x
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1038/srep08409
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1038/srep01835
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.3390/rs5126717
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: 10.1016/j.jqsrt.2016.02.029
                  • codeSpace
                    • CharacterString: DOI
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: http://www.inquinamentoluminoso.it/dmsp/index.html
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=HasMetadata): HasMetadata
          • language
            • CharacterString: eng
          • characterSet
            • MD_CharacterSetCode (codeListValue=utf8 codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_CharacterSetCode): 
          • topicCategory
            • MD_TopicCategoryCode: geoscientificInformation
      • distributionInfo
        • MD_Distribution
          • transferOptions
            • MD_DigitalTransferOptions
              • onLine
                • CI_OnlineResource
                  • linkage
                    • URL: http://doi.org/10.5880/GFZ.1.4.2016.001
                  • protocol
                    • CharacterString: WWW:LINK-1.0-http--link
                  • name
                    • CharacterString: Data Access - DOI
                  • description
                    • CharacterString: Data Access - DOI
                  • function
                    • CI_OnLineFunctionCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode codeListValue=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode_information): information
      • dataQualityInfo
        • DQ_DataQuality
          • scope
            • DQ_Scope
              • level
                • MD_ScopeCode (codeListValue=dataset codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_ScopeCode): 
  • schema.org download

Files

The dataset is not available for public download. Please fill in the form to contact the authors.

Full Name*
Affiliation*
eMail*
Purpose of use of the data*
* - required

License: Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)

Dataset Description

Supplement to