Released
Dataset

ISIMIP2a Simulation Data from Agricultural Sector

Cite as:

Arneth, Almut; Balkovic, Juraj; Ciais, Philippe; de Wit, Allard; Deryng, Delphine; Elliott, Joshua; Folberth, Christian; Glotter, Michael; Iizumi, Toshichika; Izaurralde, Roberto C.; Jones, Andrew D.; Khabarov, Nikolay; Lawrence, Peter; Liu, Wenfeng; Mitter, Hermine; Müller, Christoph; Olin, Stefan; Pugh, Thomas A. M.; Reddy, Ashwan D.; Sakurai, Gen; Schmid, Erwin; Wang, Xuhui; Wu, Xiuchen; Yang, Hong; Büchner, Matthias (2017): ISIMIP2a Simulation Data from Agricultural Sector. GFZ Data Services. https://doi.org/10.5880/PIK.2017.006

Status

I   N       R   E   V   I   E   W : Arneth, Almut; Balkovic, Juraj; Ciais, Philippe; de Wit, Allard; Deryng, Delphine; Elliott, Joshua; Folberth, Christian; Glotter, Michael; Iizumi, Toshichika; Izaurralde, Roberto C.; Jones, Andrew D.; Khabarov, Nikolay; Lawrence, Peter; Liu, Wenfeng; Mitter, Hermine; Müller, Christoph; Olin, Stefan; Pugh, Thomas A. M.; Reddy, Ashwan D.; Sakurai, Gen; Schmid, Erwin; Wang, Xuhui; Wu, Xiuchen; Yang, Hong; Büchner, Matthias (2017): ISIMIP2a Simulation Data from Agricultural Sector. GFZ Data Services. https://doi.org/10.5880/PIK.2017.006

Abstract

The Inter-Sectoral Impact Model Intercomparison Project (ISIMIP) provides a framework for the collation of a set of consistent, multi-sector, multi-scale climate-impact simulations, based on scientifically and politically-relevant historical and future scenarios. This framework serves as a basis for robust projections of climate impacts, as well as facilitating model evaluation and improvement, allowing for improved estimates of the biophysical and socio-economic impacts of climate change at different levels of global warming. It also provides a unique opportunity to consider interactions between climate change impacts across sectors.


ISIMIP2a is the second ISIMIP simulation round, focusing on historical simulations (1971-2010) of climate impacts on agriculture, fisheries, permafrost, biomes, regional and global water and forests. This will serve as a basis for model evaluation and improvement, allowing for improved estimates of the biophysical and socio-economic impacts of climate change at different levels of global warming.


The focus topic for ISIMIP2a is model evaluation and validation, in particular with respect to the representation of impacts of extreme weather events and climate variability. During this phase, four common global observational climate data sets were provided across all impact models and sectors. In addition, appropriate observational data sets of impacts for each sector were collected, against which the models can be benchmarked. Access to the input data for the impact models is provided through a central ISIMIP archive (see https://www.isimip.org/gettingstarted/#input-data-bias-correction).


This entry refers to the ISIMIP2a simulation data from Agricultural Sector models: CGMS-WOFOST, CLM-Crop, EPIC-Boku, EPIC-IIASA, EPIC-TAMU, GEPIC, LPJ-GUESS, LPJmL, ORCHIDEE-CROP, pAPSIM, pDSSAT, PEGASUS, PEPIC, PRYSBI2.

Methods

The ISIMIP2a agriculture outputs are based on simulations from 14 agricultural sector models (see listing) according to the ISIMIP2a protocol (https://www.isimip.org/protocol/#isimip2a). The models simulate cop yields and irrigation water withdrawal (assuming unlimited water supply), based on planting dates, crop variety parameters, approximate maturity dates (to allow for spatially-explicit variety parameterization), as well as fertilizer use (N, P, K). A more detailed description of the models and model-specific amendments of the protocol are available here: https://www.isimip.org/impactmodels/.

Contact

  • ISIMIP Coordination Team; Potsdam-Institute for Climate Impact Research (PIK), Germany;
  • Jägermeyr, Jonas (ISIMIP Coordination Team); Potsdam-Institute for Climate Impact Research (PIK), Germany;
  • Elliott, Joshua (Sector Coordinator); University of Chicago, Computation Institute, USA;
  • Schmid, Erwin (EPIC-Boku Contact); University of Natural Resources and Life Sciences, Vienna, Austria;
  • Olin, Stefan (LPJ-GUESS Contact); Lund University, Department for Physical Geography and Ecosystem Science, Sweden;
  • Pugh, Thomas A. M. (LPJ-GUESS Contact); Karlsruhe Institute of Technology (IMK-IFU), Germany / School of Geography, Earth & Environmental Science and Birmingham Institute of Forest Research, University of Birmingham, UK;
  • Müller, Chrisqtoph (LPJmL Contact); Potsdam-Institute for Climate Impact Research (PIK), Germany;
  • Ciais, Philippe (ORCHIDEE-CROP Contact); Institute Pierre Simon Laplace (IPSL), France;
  • Wang, Xuhui (ORCHIDEE-CROP Contact); Peking University, China;
  • Folberth, Christian (GEPIC Contact); International Institute for Applied Systems Analysis (IIASA), Austria;
  • Izaurralde, Roberto C. (EPIC-TAMU Contact); Department of Geographical Sciences, University of Maryland, USA;
  • Reddy, Ashwan D. (EPIC-TAMU Contact); George Mason University, USA;
  • Elliott, Joshua (pAPSIM Contact); University of Chicago, Computation Institute, USA;
  • Elliott, Joshua (pDSSAT Contact); University of Chicago, Computation Institute, USA;
  • Deryng, Delphine (PEGASUS Contact); The Earth Institute at Columbia University, USA;
  • Liu, Wenfeng (PEPIC Contact); Swiss Federal Institute of Aquatic Science and Technology (EAWAG), Switzerland;
  • Yang, Hong (PEPIC Contact); Swiss Federal Institute of Aquatic Science and Technology (EAWAG), Switzerland;
  • Sakurai, Gen (PRYSBI2 Contact); National Agriculture and Food Research Organization (NARO), Institute for Agro-Environmental Sciences (NIAES), Japan;
  • de Wit, Allard (CGMS-WOFOST Contact); Wageningen University, Netherlands;
  • Lawrence, Peter (CLM-Crop Contact); National Center for Atmospheric Research, USA;
  • Balkovic, Juraj (EPIC-IIASA Contact); International Institute for Applied Systems Analysis (IIASA), Austria;
  • Khabarov, Nikolay (EPIC-IIASA Contact); International Institute for Applied Systems Analysis (IIASA), Austria;

Contributors

Jägermeyr, Jonas; ISIMIP Coordination Team; Jägermeyr, Jonas; Müller, Chrisqtoph

Keywords

GCMD Science Keywords

More Metadata

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          • affiliation: Swiss Federal Institute of Aquatic Science and Technology (EAWAG), Switzerland
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          • affiliation: Potsdam-Institute for Climate Impact Research (PIK), Germany
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      • publisher: GFZ Data Services
      • publicationYear: 2017
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          • affiliation: Potsdam-Institute for Climate Impact Research (PIK), Germany
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          • affiliation: Peking University, China
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          • affiliation: International Institute for Applied Systems Analysis (IIASA), Austria
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          • affiliation: International Institute for Applied Systems Analysis (IIASA), Austria
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            • CharacterString: The Inter-Sectoral Impact Model Intercomparison Project (ISIMIP) provides a framework for the collation of a set of consistent, multi-sector, multi-scale climate-impact simulations, based on scientifically and politically-relevant historical and future scenarios. This framework serves as a basis for robust projections of climate impacts, as well as facilitating model evaluation and improvement, allowing for improved estimates of the biophysical and socio-economic impacts of climate change at different levels of global warming. It also provides a unique opportunity to consider interactions between climate change impacts across sectors. ISIMIP2a is the second ISIMIP simulation round, focusing on historical simulations (1971-2010) of climate impacts on agriculture, fisheries, permafrost, biomes, regional and global water and forests. This will serve as a basis for model evaluation and improvement, allowing for improved estimates of the biophysical and socio-economic impacts of climate change at different levels of global warming. The focus topic for ISIMIP2a is model evaluation and validation, in particular with respect to the representation of impacts of extreme weather events and climate variability. During this phase, four common global observational climate data sets were provided across all impact models and sectors. In addition, appropriate observational data sets of impacts for each sector were collected, against which the models can be benchmarked. Access to the input data for the impact models is provided through a central ISIMIP archive (see https://www.isimip.org/gettingstarted/#input-data-bias-correction). This entry refers to the ISIMIP2a simulation data from Agricultural Sector models: CGMS-WOFOST, CLM-Crop, EPIC-Boku, EPIC-IIASA, EPIC-TAMU, GEPIC, LPJ-GUESS, LPJmL, ORCHIDEE-CROP, pAPSIM, pDSSAT, PEGASUS, PEPIC, PRYSBI2.
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                        • 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: de Wit, Allard
              • organisationName
                • CharacterString: Wageningen University, Netherlands
              • positionName
                • CharacterString: CGMS-WOFOST Contact
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: allard.dewit(_at_)wur.nl
                  • onlineResource
                    • CI_OnlineResource
                      • linkage
                        • URL: https://www.wur.nl/en/Persons/dr.-AJW-Allard-de-Wit.htm
                      • 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: Lawrence, Peter
              • organisationName
                • CharacterString: National Center for Atmospheric Research, USA
              • positionName
                • CharacterString: CLM-Crop Contact
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: lawrence(_at_)ucar.edu
                  • onlineResource
                    • CI_OnlineResource
                      • linkage
                        • URL: http://www.cgd.ucar.edu/staff/lawrence/
                      • 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: Balkovic, Juraj
              • organisationName
                • CharacterString: International Institute for Applied Systems Analysis (IIASA), Austria
              • positionName
                • CharacterString: EPIC-IIASA Contact
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: balkovic(_at_)iiasa.ac.at
                  • onlineResource
                    • CI_OnlineResource
                      • linkage
                        • URL: http://www.iiasa.ac.at/web/home/research/researchPrograms/EcosystemsServicesandManagement/Balkovic--Juraj-.en.html
                      • 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: Khabarov, Nikolay
              • organisationName
                • CharacterString: International Institute for Applied Systems Analysis (IIASA), Austria
              • positionName
                • CharacterString: EPIC-IIASA Contact
              • contactInfo
                • CI_Contact
                  • address
                    • CI_Address
                      • electronicMailAddress
                        • CharacterString: khabarov(_at_)iiasa.ac.at
                  • onlineResource
                    • CI_OnlineResource
                      • linkage
                        • URL: http://www.iiasa.ac.at/web/home/research/researchPrograms/EcosystemsServicesandManagement/-Khabarov--Nikolay-.en.html
                      • 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
          • descriptiveKeywords
            • MD_Keywords
              • keyword
                • CharacterString: 
          • descriptiveKeywords
            • MD_Keywords
              • keyword
                • CharacterString: EARTH SCIENCE > AGRICULTURE > AGRICULTURAL PLANT SCIENCE > CROP/PLANT YIELDS
              • keyword
                • CharacterString: EARTH SCIENCE > AGRICULTURE > AGRICULTURAL PLANT SCIENCE > IRRIGATION
              • keyword
                • CharacterString: EARTH SCIENCE > AGRICULTURE > PLANT COMMODITIES > FIELD CROP PRODUCTS
              • keyword
                • CharacterString: EARTH SCIENCE > AGRICULTURE > SOILS > NITROGEN
              • keyword
                • CharacterString: EARTH SCIENCE > ATMOSPHERE > ATMOSPHERIC WATER VAPOR > EVAPOTRANSPIRATION
              • keyword
                • CharacterString: EARTH SCIENCE > CLIMATE INDICATORS > LAND SURFACE/AGRICULTURE INDICATORS > LENGTH OF GROWING SEASON
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > ECONOMIC RESOURCES > AGRICULTURE PRODUCTION
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > ENVIRONMENTAL GOVERNANCE/MANAGEMENT > ENVIRONMENTAL ASSESSMENTS
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > ENVIRONMENTAL GOVERNANCE/MANAGEMENT > LAND MANAGEMENT
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > HABITAT CONVERSION/FRAGMENTATION > IRRIGATION
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > NATURAL HAZARDS > FAMINE
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > SUSTAINABILITY > ENVIRONMENTAL SUSTAINABILITY
              • keyword
                • CharacterString: EARTH SCIENCE > HUMAN DIMENSIONS > SUSTAINABILITY > SUSTAINABLE DEVELOPMENT
              • keyword
                • CharacterString: EARTH SCIENCE > LAND SURFACE > SOILS > NITROGEN
              • keyword
                • CharacterString: EARTH SCIENCE > LAND SURFACE > SOILS > SOIL MOISTURE/WATER CONTENT
              • keyword
                • CharacterString: EARTH SCIENCE SERVICES > MODELS > DYNAMIC VEGETATION/ECOSYSTEM MODELS
              • keyword
                • CharacterString: EARTH SCIENCE SERVICES > MODELS > SOCIAL AND ECONOMIC MODELS
              • 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=http://creativecommons.org/licenses/by/4.0/)
            • MD_Constraints
              • useLimitation
                • CharacterString: Model data are licensed under CC BY 4.0
          • resourceConstraints
            • MD_LegalConstraints
              • accessConstraints
                • MD_RestrictionCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_RestrictionCode codeListValue=otherRestrictions): 
              • otherConstraints
                • CharacterString: Model data are licensed under CC BY 4.0
          • resourceConstraints
            • MD_SecurityConstraints
              • classification
                • MD_ClassificationCode (codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_ClassificationCode codeListValue=unclassified): 
          • resourceConstraints (xlink:href=http://creativecommons.org/licenses/by-nc/4.0/)
            • MD_Constraints
              • useLimitation
                • CharacterString: EXCEPTIONS: data from model LPJ-GUESS is licensed under 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: EXCEPTIONS: data from model LPJ-GUESS is licensed under 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: https://esg.pik-potsdam.de/projects/isimip/
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.earthsystemcog.org/projects/cog/tutorials_web
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.isimip.org/outcomes/#papers-isimip2a
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.isimip.org/protocol/#isimip2a
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsDocumentedBy): IsDocumentedBy
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.isimip.org/impactmodels
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=IsDocumentedBy): IsDocumentedBy
          • aggregationInfo
            • MD_AggregateInformation
              • aggregateDataSetIdentifier
                • RS_Identifier
                  • code
                    • CharacterString: https://www.isimip.org/gettingstarted/#input-data-bias-correction
                  • codeSpace
                    • CharacterString: URL
              • associationType
                • DS_AssociationTypeCode (codeList=http://datacite.org/schema/kernel-4 codeListValue=References): References
          • language
            • CharacterString: eng
          • characterSet
            • MD_CharacterSetCode (codeListValue=utf8 codeList=http://www.isotc211.org/2005/resources/codeList.xml#MD_CharacterSetCode): 
          • topicCategory
            • MD_TopicCategoryCode: geoscientificInformation
          • extent
            • EX_Extent
              • description
                • CharacterString: global, annual
              • geographicElement
                • EX_GeographicBoundingBox
                  • westBoundLongitude
                    • Decimal: -180
                  • eastBoundLongitude
                    • Decimal: 180
                  • southBoundLatitude
                    • Decimal: -90
                  • northBoundLatitude
                    • Decimal: 90
              • temporalElement
                • EX_TemporalExtent
                  • extent
                    • TimePeriod (xsi:type=gml:TimePeriodType gml:id=T611ceaa6a7eb3)
                      • beginPosition: 1971
                      • endPosition: 2010
      • distributionInfo
        • MD_Distribution
          • transferOptions
            • MD_DigitalTransferOptions
              • onLine
                • CI_OnlineResource
                  • linkage
                    • URL: http://doi.org/10.5880/PIK.2017.006
                  • 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): 
          • lineage
            • LI_Lineage
              • statement
                • CharacterString: The ISIMIP2a agriculture outputs are based on simulations from 14 agricultural sector models (see listing) according to the ISIMIP2a protocol (https://www.isimip.org/protocol/#isimip2a). The models simulate cop yields and irrigation water withdrawal (assuming unlimited water supply), based on planting dates, crop variety parameters, approximate maturity dates (to allow for spatially-explicit variety parameterization), as well as fertilizer use (N, P, K). A more detailed description of the models and model-specific amendments of the protocol are available here: https://www.isimip.org/impactmodels/.
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    Files

    License: Model data are licensed under CC BY 4.0EXCEPTIONS: data from model LPJ-GUESS is licensed under CC BY-NC 4.0