GeoMultiSens: Scalable Multi-Sensor Analysis Platform for Remote Sensing Data

Cite as:

Sips, Mike; Dransch, Doris; Eggert, Daniel; Freytag, Johann-Christoph; Hollstein, Andre; Hostert, Patrick; Peters, Mathias; Pflugmacher, Dirk; Rabe, Andreas; Reinefeld, Alexander; Scheffler, Daniel; Schintke, Florian; Segl, Karl; Seibert, Felix; Taeschner, Jochen (2018): GeoMultiSens: Scalable Multi-Sensor Analysis Platform for Remote Sensing Data. V. 1.0.0. GFZ Data Services. https://doi.org/10.5880/GFZ.1.5.2018.005

Status

I N R E V I E W : Sips, Mike; Dransch, Doris; Eggert, Daniel; Freytag, Johann-Christoph; Hollstein, Andre; Hostert, Patrick; Peters, Mathias; Pflugmacher, Dirk; Rabe, Andreas; Reinefeld, Alexander; Scheffler, Daniel; Schintke, Florian; Segl, Karl; Seibert, Felix; Taeschner, Jochen (2018): GeoMultiSens: Scalable Multi-Sensor Analysis Platform for Remote Sensing Data. V. 1.0.0. GFZ Data Services. https://doi.org/10.5880/GFZ.1.5.2018.005

Abstract

GeoMultiSens developed an integrated processing pipeline to support the analysis of homogenized data from various remote sensing archives. The processing pipeline has five main components: (1) visual assessment of remote sensing Earth observations, (2) homogenization of selected Earth observation, (3) efficient data management with XtreemFS, (4) Python-based parallel processing and analysis algorithms implemented in a Flink cloud environment, and (5) visual exploration of the results. GeoMultiSens currently supports the classification of land-cover for Europe.

Authors

Sips, Mike;GFZ German Research Centre for Geosciences, Potsdam, Germany
Dransch, Doris;GFZ German Research Centre for Geosciences, Potsdam, Germany
Eggert, Daniel;GFZ German Research Centre for Geosciences, Potsdam, Germany
Freytag, Johann-Christoph;Humbold-Universität zu Berlin, Deutschland
Hollstein, Andre;GFZ German Research Centre for Geosciences, Potsdam, Germany
Hostert, Patrick;Humbold-Universität zu Berlin, Deutschland
Peters, Mathias;Humbold-Universität zu Berlin, Deutschland
Pflugmacher, Dirk;Humbold-Universität zu Berlin, Deutschland
Rabe, Andreas;Humbold-Universität zu Berlin, Deutschland
Reinefeld, Alexander;Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
Scheffler, Daniel;GFZ German Research Centre for Geosciences, Potsdam, Germany
Schintke, Florian;Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
Segl, Karl;GFZ German Research Centre for Geosciences, Potsdam, Germany
Seibert, Felix;Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
Taeschner, Jochen;Humbold-Universität zu Berlin, Deutschland

Contact

Sips, Mike; GFZ German Research Centre for Geosciences, Potsdam, Germany;

Keywords

remote sensing, satellite data, visualilsation

GCMD Science Keywords

EARTH SCIENCE SERVICES > DATA ANALYSIS AND VISUALIZATION

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.1.5.2018.005
  - creators
    - creator
      - creatorName (nameType=Personal): Sips, Mike
      - givenName: Mike
      - familyName: Sips
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-3941-7092
      - affiliation (affiliationIdentifier=0000-0003-3941-7092 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Dransch, Doris
      - givenName: Doris
      - familyName: Dransch
      - affiliation (affiliationIdentifier= affiliationIdentifierScheme=): GFZ German Research Centre for Geosciences, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Eggert, Daniel
      - givenName: Daniel
      - familyName: Eggert
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-0251-4390
      - affiliation (affiliationIdentifier=0000-0003-0251-4390 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Freytag, Johann-Christoph
      - givenName: Johann-Christoph
      - familyName: Freytag
      - affiliation: Humbold-Universität zu Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Hollstein, Andre
      - givenName: Andre
      - familyName: Hollstein
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-9999-7255
      - affiliation (affiliationIdentifier=0000-0002-9999-7255 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Hostert, Patrick
      - givenName: Patrick
      - familyName: Hostert
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-5730-5484
      - affiliation: Humbold-Universität zu Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Peters, Mathias
      - givenName: Mathias
      - familyName: Peters
      - affiliation: Humbold-Universität zu Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Pflugmacher, Dirk
      - givenName: Dirk
      - familyName: Pflugmacher
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0002-2226-4029
      - affiliation: Humbold-Universität zu Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Rabe, Andreas
      - givenName: Andreas
      - familyName: Rabe
      - affiliation: Humbold-Universität zu Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Reinefeld, Alexander
      - givenName: Alexander
      - familyName: Reinefeld
      - affiliation: Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Scheffler, Daniel
      - givenName: Daniel
      - familyName: Scheffler
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0003-4106-8928
      - affiliation (affiliationIdentifier=0000-0003-4106-8928 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Schintke, Florian
      - givenName: Florian
      - familyName: Schintke
      - affiliation: Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Segl, Karl
      - givenName: Karl
      - familyName: Segl
      - nameIdentifier (nameIdentifierScheme=ORCID): 0000-0001-8909-1006
      - affiliation (affiliationIdentifier=0000-0001-8909-1006 affiliationIdentifierScheme=ORCID): GFZ German Research Centre for Geosciences, Potsdam, Germany
    - creator
      - creatorName (nameType=Personal): Seibert, Felix
      - givenName: Felix
      - familyName: Seibert
      - affiliation: Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
    - creator
      - creatorName (nameType=Personal): Taeschner, Jochen
      - givenName: Jochen
      - familyName: Taeschner
      - affiliation: Humbold-Universität zu Berlin, Deutschland
  - titles
    - title: GeoMultiSens: Scalable Multi-Sensor Analysis Platform for Remote Sensing Data
  - publisher: GFZ Data Services
  - publicationYear: 2018
  - subjects
    - subject: remote sensing
    - subject: satellite data
    - subject: visualilsation
    - subject (subjectScheme=NASA/GCMD Earth Science Keywords): EARTH SCIENCE SERVICES > DATA ANALYSIS AND VISUALIZATION
  - contributors
    - contributor (contributorType=ContactPerson)
      - contributorName: Sips, Mike
      - affiliation (affiliationIdentifier= affiliationIdentifierScheme=): GFZ German Research Centre for Geosciences, Potsdam, Germany
  - resourceType (resourceTypeGeneral=Software): Software
  - relatedIdentifiers
    - relatedIdentifier (relatedIdentifierType=DOI relationType=IsSupplementTo): 10.2314/GBV:1028376081
    - relatedIdentifier (relatedIdentifierType=DOI relationType=HasPart): 10.5880/GFZ.1.5.2018.001
    - relatedIdentifier (relatedIdentifierType=DOI relationType=HasPart): 10.5880/GFZ.1.5.2018.004
  - sizes:
  - formats:
  - version: 1.0.0
  - rightsList
    - rights (rightsURI=https://www.gnu.org/licenses/gpl-3.0.html): GNU General Public License, Version 3, 29 June 2007, Copyright Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences
  - descriptions
    - description (descriptionType=Abstract)
      - br:
      - br:
      - br:
      - br:
      - br:
  - fundingReferences
    - fundingReference
      - funderName: Bundesministerium für Bildung und Forschung
      - funderIdentifier (funderIdentifierType=Crossref Funder ID): http://doi.org/10.13039/501100002347
      - awardNumber: 01IS14010A-C
      - awardTitle: IKT 2020 – Forschung für Innovationen
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.1.5.2018.005
  - 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: 2021-06-08
  - referenceSystemInfo
    - MD_ReferenceSystem
      - referenceSystemIdentifier
        RS_Identifier
        code
        CharacterString: urn:ogc:def:crs:EPSG:4326
  - identificationInfo
    - MD_DataIdentification
      - citation
        CI_Citation
        title
        CharacterString: GeoMultiSens: Scalable Multi-Sensor Analysis Platform for Remote Sensing Data
        date
        CI_Date
        date
        Date: 2021-06-08
        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.1.5.2018.005
        citedResponsibleParty (xlink:href=http://orcid.org/0000-0003-3941-7092)
        CI_ResponsibleParty
        individualName
        CharacterString: Sips, Mike
        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
        CI_ResponsibleParty
        individualName
        CharacterString: Dransch, Doris
        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/0000-0003-0251-4390)
        CI_ResponsibleParty
        individualName
        CharacterString: Eggert, Daniel
        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
        CI_ResponsibleParty
        individualName
        CharacterString: Freytag, Johann-Christoph
        organisationName
        CharacterString: Humbold-Universität zu Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty (xlink:href=http://orcid.org/0000-0002-9999-7255)
        CI_ResponsibleParty
        individualName
        CharacterString: Hollstein, Andre
        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/0000-0002-5730-5484)
        CI_ResponsibleParty
        individualName
        CharacterString: Hostert, Patrick
        organisationName
        CharacterString: Humbold-Universität zu Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty
        CI_ResponsibleParty
        individualName
        CharacterString: Peters, Mathias
        organisationName
        CharacterString: Humbold-Universität zu Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty (xlink:href=http://orcid.org/0000-0002-2226-4029)
        CI_ResponsibleParty
        individualName
        CharacterString: Pflugmacher, Dirk
        organisationName
        CharacterString: Humbold-Universität zu Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty
        CI_ResponsibleParty
        individualName
        CharacterString: Rabe, Andreas
        organisationName
        CharacterString: Humbold-Universität zu Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty
        CI_ResponsibleParty
        individualName
        CharacterString: Reinefeld, Alexander
        organisationName
        CharacterString: Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty (xlink:href=http://orcid.org/0000-0003-4106-8928)
        CI_ResponsibleParty
        individualName
        CharacterString: Scheffler, Daniel
        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
        CI_ResponsibleParty
        individualName
        CharacterString: Schintke, Florian
        organisationName
        CharacterString: Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty (xlink:href=http://orcid.org/0000-0001-8909-1006)
        CI_ResponsibleParty
        individualName
        CharacterString: Segl, Karl
        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
        CI_ResponsibleParty
        individualName
        CharacterString: Seibert, Felix
        organisationName
        CharacterString: Konrad-Zuse-Zentrum-für Informationstechnik Berlin, Deutschland
        role
        CI_RoleCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_RoleCode codeListValue=author): author
        citedResponsibleParty
        CI_ResponsibleParty
        individualName
        CharacterString: Taeschner, Jochen
        organisationName
        CharacterString: Humbold-Universität zu Berlin, Deutschland
        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: GeoMultiSens developed an integrated processing pipeline to support the analysis of homogenized data from various remote sensing archives. The processing pipeline has five main components: (1) visual assessment of remote sensing Earth observations, (2) homogenization of selected Earth observation, (3) efficient data management with XtreemFS, (4) Python-based parallel processing and analysis algorithms implemented in a Flink cloud environment, and (5) visual exploration of the results. GeoMultiSens currently supports the classification of land-cover for Europe.
      - status
        MD_ProgressCode (codeList=http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ProgressCode codeListValue=Complete): Complete
      - pointOfContact
        CI_ResponsibleParty
        individualName
        CharacterString: Sips, Mike
        organisationName
        CharacterString: GFZ German Research Centre for Geosciences, Potsdam, Germany
        contactInfo
        CI_Contact
        address
        CI_Address
        electronicMailAddress
        CharacterString: mike.sips(_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: remote sensing
        keyword
        CharacterString: satellite data
        keyword
        CharacterString: visualilsation
      - descriptiveKeywords
        MD_Keywords
        keyword
        CharacterString: EARTH SCIENCE SERVICES > DATA ANALYSIS AND VISUALIZATION
        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://www.gnu.org/licenses/gpl-3.0.html)
        MD_Constraints
        useLimitation
        CharacterString: GNU General Public License, Version 3, 29 June 2007, Copyright Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences
      - resourceConstraints
        MD_LegalConstraints
        accessConstraints
        MD_RestrictionCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_RestrictionCode codeListValue=otherRestrictions):
        otherConstraints
        CharacterString: GNU General Public License, Version 3, 29 June 2007, Copyright Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences
      - 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: 10.2314/GBV:1028376081
        codeSpace
        CharacterString: DOI
        associationType
        DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsSupplementTo): IsSupplementTo
      - aggregationInfo
        MD_AggregateInformation
        aggregateDataSetIdentifier
        RS_Identifier
        code
        CharacterString: 10.5880/GFZ.1.5.2018.001
        codeSpace
        CharacterString: DOI
        associationType
        DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=HasPart): HasPart
      - aggregationInfo
        MD_AggregateInformation
        aggregateDataSetIdentifier
        RS_Identifier
        code
        CharacterString: 10.5880/GFZ.1.5.2018.004
        codeSpace
        CharacterString: DOI
        associationType
        DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=HasPart): HasPart
      - 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.1.5.2018.005
        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):

Files

License: GNU General Public License, Version 3, 29 June 2007, Copyright Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences

Software Description

Supplement to

https://dx.doi.org/10.2314/GBV:1028376081

Related Work

Includes