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Enabling Linked Science in Global Climate
                   Uncertainty Quantification (UQ) Research
                   Eric Stephan, Todd Elsethagen


  Linked Science Problem                                                                   Provenance Environment (ProvEn) Services
  Uncertainty quantification (UQ) studies are often difficult to share between
                                                                                       Portable Java-based lightweight restful ETL knowledge pipeline                                        Climate Science for a
  collaborating scientists because they consist of many different interrelated
  simulation results, analytical reports, and ancillary data describing scientific                                                                                                           Sustainable Energy Future
  rationale and calibrations used for setting parameters.                                                                                                                                    The Climate Science for a Sustainable Energy
                                                                                                                 Study               NetCDF                                                  Future (CSSEF) is a collaborative project
  Scientists producing the data need linked science to provide a consistent
  means to correlate study data to background knowledge describing how the
                                                                                                                 Plan                Headers       Citation                                  among Oak Ridge National Laboratory,
  study was conducted.                                                                                                                                                                       Argonne National Laboratory, Brookhaven
                                                                                                                                                                           Contributed
                                                                                                                         Analysis                   Simulation             Raw Native
                                                                                                                                                                                             National Laboratory, Lawrence Berkeley
  Collaborating scientists using the UQ studies need this knowledge and                                                                                                                      National Laboratory, Lawrence Livermore
  references to data provided in a consistent and cross referenced form.                                                  Scripts                    Log files             Provenance
                                                                                                                                                                                             National Laboratory, Pacific Northwest National
                                                                                                                                      Ancillary
                                                                                                                                                                                             Laboratory, and Sandia National Laboratories,
                                                                                                                                        Info
                                                                                                                                                                                             together with the National Center for
                                                                                                                                                                                             Atmospheric Research to transform the climate
What is Data Provenance?                                                                                                                                                                     model development and testing process and
Data provenance is historical information describing the people, institutions,                                                                                                               thereby accelerate the development of the
software, and activities, responsible for creating or modifying data.
                                                                                                                                                                                             Community Earth System Model's sixth-
                                                                                                                                                                                             generation version, CESM3, scheduled to be
                                                                                                                                                                                             released for predictive simulation in the 5 to 10
                                                                                                                                                          Extract: ProvEn extracts
When is Data Provenance Generated?                                                                                                                        provenance from native             year time frame.
Historical information directly using data provenance vocabularies such as W3C                                                      Extract               sources and load raw
PROV-O is atypical. A better alternative is to extract from information produced                                                                          native sources                     For more information about ProvEn Services
by scientists conducting the study, simulation log files, workflow logs, ancillary
                                                                                              ProvEn Services Pipeline




materials, or scripts, spreadsheets, and pictures used for analysis.     We call                                                                                                             you see here, please contact:
extracted historical information native provenance.            When integrated
together these sources can provide a composite story of files in the data                                                                                                                    Eric Stephan
set origin to collaborators.                                                                                                                                                                 Pacific Northwest National Laboratory
                                                                                                                                                          Transform: ProvEn maps             (509) 375-6977
                                                                                                                                                          extracted provenance to            Eric.stephan@pnl.gov
                                                                                                                                Transform                 scientific registered
                                                                                                                                                          domain ontology
                Study            NetCDF                                       Native
                Plan             Headers            Citation                  Provenance


                 Analysis                           Simulation
                                                     Log files                                                                                            Load: For cross-referencing
                  Scripts                                                                                                                                 ProvEn aligns transformed
                                                                                                                                    Load                  provenance with registered
      Ancillary                       Write
                                                                                                                                                          foundational ontologies W3C
                                                                                                                                                          PROV-O, Dublin Core, and
        Info                              Execute
                                                                                                                                                          FOAF.
                       Re
                         ad




                                                                                                                                                                        Search

                                                                                                                           Resulting Triplestore                         Browse
                                                                                                                          Composite History of the
           Scientists conducting UQ Study                                                                                      UQ Study
           generate native provenance
                                                                                     URI links to files                                           URI links to original                  Collaborating scientists making
                                                                                      in UQ Study                                                 Native provenance                      Inquiries about UQ Study

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Enabling Linked Science in Uncertainty Quantification Research

  • 1. Enabling Linked Science in Global Climate Uncertainty Quantification (UQ) Research Eric Stephan, Todd Elsethagen Linked Science Problem Provenance Environment (ProvEn) Services Uncertainty quantification (UQ) studies are often difficult to share between Portable Java-based lightweight restful ETL knowledge pipeline Climate Science for a collaborating scientists because they consist of many different interrelated simulation results, analytical reports, and ancillary data describing scientific Sustainable Energy Future rationale and calibrations used for setting parameters. The Climate Science for a Sustainable Energy Study NetCDF Future (CSSEF) is a collaborative project Scientists producing the data need linked science to provide a consistent means to correlate study data to background knowledge describing how the Plan Headers Citation among Oak Ridge National Laboratory, study was conducted. Argonne National Laboratory, Brookhaven Contributed Analysis Simulation Raw Native National Laboratory, Lawrence Berkeley Collaborating scientists using the UQ studies need this knowledge and National Laboratory, Lawrence Livermore references to data provided in a consistent and cross referenced form. Scripts Log files Provenance National Laboratory, Pacific Northwest National Ancillary Laboratory, and Sandia National Laboratories, Info together with the National Center for Atmospheric Research to transform the climate What is Data Provenance? model development and testing process and Data provenance is historical information describing the people, institutions, thereby accelerate the development of the software, and activities, responsible for creating or modifying data. Community Earth System Model's sixth- generation version, CESM3, scheduled to be released for predictive simulation in the 5 to 10 Extract: ProvEn extracts When is Data Provenance Generated? provenance from native year time frame. Historical information directly using data provenance vocabularies such as W3C Extract sources and load raw PROV-O is atypical. A better alternative is to extract from information produced native sources For more information about ProvEn Services by scientists conducting the study, simulation log files, workflow logs, ancillary ProvEn Services Pipeline materials, or scripts, spreadsheets, and pictures used for analysis. We call you see here, please contact: extracted historical information native provenance. When integrated together these sources can provide a composite story of files in the data Eric Stephan set origin to collaborators. Pacific Northwest National Laboratory Transform: ProvEn maps (509) 375-6977 extracted provenance to Eric.stephan@pnl.gov Transform scientific registered domain ontology Study NetCDF Native Plan Headers Citation Provenance Analysis Simulation Log files Load: For cross-referencing Scripts ProvEn aligns transformed Load provenance with registered Ancillary Write foundational ontologies W3C PROV-O, Dublin Core, and Info Execute FOAF. Re ad Search Resulting Triplestore Browse Composite History of the Scientists conducting UQ Study UQ Study generate native provenance URI links to files URI links to original Collaborating scientists making in UQ Study Native provenance Inquiries about UQ Study