Download - Lan Zhao, Carol X. Song, Nelson B. Villoria, Hongjun Choi, Steve M. Clark Purdue University
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AgMIP Data Aggregator: Leveraging Globus Online and HUBzero To Make Global Spatial Data Accessible
Lan Zhao, Carol X. Song, Nelson B. Villoria, Hongjun Choi, Steve M. ClarkPurdue University
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What is GeoShare? • Geospatial Open Source Hosting of Agriculture, Resource
& Environmental Data for Discovery and Decision Making • Develop and maintain a freely available, global, spatially
explicit database on agriculture, natural resources, and the environment accompanied by analysis tools and training programs for scientists, decision makers, and development practitioners
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The AgMIP Data Initiative• Agricultural Modeling Intercomparison and Improvement
Project • To improve models used for analysis of climate impacts on
agriculture• Fast-track multi-model multi-sector climate impact
assessment (part of ISI-MIP/AgMIP): 7 Crop Models 5 Global General Circulation Models 5 Representative Climate Pathways (RCPs) CO2 Fertilization and irrigation 12 Crops All the combinations ran from 1971 to 2099
• + 36,000 0.50x0.50 grids with crop yields• isimipgo#us-archive
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The Challenges
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The Challenges
lpj-guess_hadgem2-es_hist_ssp2_co2_noirr_aet_mai_annual_1971_1980.nc4
Total Number of Pixels = 259,20010 Channels360 lines, 720 columns
10 ascii files aggregated to country level
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The Challenges
•Data discovery▫Difficult to navigate and locate data
•Data download▫Globus Connect
•Data processing▫Netcdf4 format, 5-10 year slices
•Data storage
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AgMIP Data Aggregator
• Integrate Globus Online into HUBzero▫Globus connect end point on the web server▫Service wrapper to globus client commands
$ submit isimiptransfer –helpUsage: isimiptransfer.py [huboptions]
Options: -h, --help show this help message and exit -l DIRREQUESTS, --ls=DIRREQUESTS --lsroot -g GETREQUESTS, --get=GETREQUESTS
▫Can be extended to connect to other end points
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AgMIP Data Aggregator
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AgMIP Data Aggregator
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AgMIP Data Aggregator
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AgMIP Data Aggregator
•Easy to use user interface to select data to download
•Integrate with HUBzero GO service at the backend
•R script to aggregate the AgMIP output to any user defined levels using different functions
•Map Visualization•Metadata
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Use Case•Climate change impacts on food security
in 2050 by Uris Baldos▫Climate impact on yield scenarios:
Crop model: PEGASUS GCMs: MIROC-ESM-CHEM, GFDL-ESM2M No CO2 fert./RCP8p5 pessimist vs. CO2
fert./RCP2p6 optimist▫SIMPLE: an economic model of agriculture▫Change in crop prices, caloric consumption,
caloric malnutrition headcount in 2050
Courtesy of Uris Baldos, Purdue University
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Use Case
All done in less than an hour!
Food Consumption Malnutrition
Count
“Optimist”: Lowest RCP (2.6) + CO2 fertilization“Pessimist”: Highest RCP (8.5) + no CO2 fertilization
Courtesy of Uris Baldos, Purdue University
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Future Work
•Work with the GABBS project to develop geospatial building blocks▫GlobusOnline data transfer▫Geospatial data aggregation▫Publish/share model output▫Geospatial data driven modeling workflows
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•GeoShare hub: https://geoshareprojects.org
•AgMIP tool: https://mygeohub.org/resources/agmip
•AgMIP: http://www.agmip.org/