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C3F: Collaborative Container-based Model Coupling Framework

Published: 08 July 2022 Publication History

Abstract

Solving complex real-world grand challenge problems requires in-depth collaboration of researchers from multiple disciplines. Such collaboration often involves harnessing multiscale and multi-dimensional data and combining models from different fields to simulate systems. However, the progress on this front has been limited mainly due to significant gaps in domain knowledge and tools that are typically employed in silos of the domains. Researchers from different fields face considerable barriers to understanding and reusing each other’s data/models in order to collaborate effectively. For example, in solving the global sustainability problems, researchers from hydrology, climate science, agriculture, and economics need to run their respective models to study different components of the global and local food, energy and water systems while, at the same time, need to interact with other researchers and integrate the results of one model with another. Developing this kind of model coupling workflow calls for (1) a large amount of data being processed and exchanged across domains and organizations, (2) identifying and processing the output of one model to make it ready for integration into another model, (3) controlling the workflow dynamically so that it runs until a certain convergence condition or other criteria is met, and (4) close collaboration among the modelers to explore, tune, and test the configuration and data transformation needed to link the models. We have developed C3F, a flexible collaborative model coupling framework to help researchers accelerate their model integration and linking efforts by leveraging advanced cyberinfrastructure such as high-performance computing and virtual containers. In this paper, we describe our experience and lessons learned in developing this cyberinfrastructure solution to support the linking of Water Balance Model (WBM) and SIMPLE-G agricultural economic model in an NSF funded INFEWS project and a DOE-funded Program on Coupled Human and Earth Systems (PCHES) to study the implications of groundwater scarcity for food-energy-water systems. The C3F model coupling framework can be extended to facilitate other model linkages as well.

References

[1]
U. L. C. Baldos, I. Haqiqi, T. W. Hertel, M. Horridge, and J. Liu. 2020. SIMPLE-G: A multiscale framework for integration of economic and biophysical determinants of sustainability. Environmental Modelling and Software 133 (11 2020). https://doi.org/10.1016/j.envsoft.2020.104805
[2]
Jonathan F Donges, Ricarda Winkelmann, Wolfgang Lucht, Sarah E Cornell, James G Dyke, Johan Rockström, Jobst Heitzig, and Hans Joachim Schellnhuber. 2017. Closing the loop: Reconnecting human dynamics to Earth System science. The Anthropocene Review 4, 2 (2017), 151–157. https://doi.org/10.1177/2053019617725537 arXiv:https://doi.org/10.1177/2053019617725537
[3]
Danielle Sarah Grogan. 2016. Global and regional assessments of unsustainable groundwater use in irrigated agriculture. Ph. D. Dissertation. University of New Hampshire, Durham, NH. https://scholars.unh.edu/dissertation/2.
[4]
Danielle S Grogan, Fan Zhang, Alexander Prusevich, Richard B Lammers, Dominik Wisser, Stanley Glidden, Changsheng Li, and Steve Frolking. 2015. Quantifying the link between crop production and mined groundwater irrigation in China. The Science of the total environment 511 (April 2015), 161—175. https://doi.org/10.1016/j.scitotenv.2014.11.076
[5]
I. Haqiqi, D. S. Grogan, T. W. Hertel, and W. Schlenker. 2021. Quantifying the impacts of compound extremes on agriculture. Hydrology and Earth System Sciences 25, 2 (2021), 551–564. https://doi.org/10.5194/hess-25-551-2021
[6]
Mark Horridge, Michael Jerie, Dean Mustakinov, and Florian Schiffmann. 2018. GEMPACK Manual. The Centre of Policy Studies., Victoria, Australia. https://www.copsmodels.com/
[7]
Justin Andrew Johnson, Giovanni Ruta, Uris Baldos, Raffaello Cervigni, Shun Chonabayashi, Erwin Corong, Olga Gavryliuk, James Gerber, Thomas Hertel, Christopher Nootenboom, and Stephen Polasky. 2021. The Economic Case for Nature : A Global Earth-Economy Model to Assess Development Policy Pathways. World Bank, Washington, DC.(2021). https://openknowledge.worldbank.org/handle/10986/35882
[8]
R. Kalyanam, R. Campbell, D. Kearney, L. Delgass, L. Biehl, L.and Zhao, C. Ellis, and C. X Song. 2017. Cloud-enabling a Collaborative Research Platform: The GABBs Story. Practice and Experience in Advanced Research Computing (PEARC17) (July 2017).
[9]
Rajesh Kalyanam, Lan Zhao, Carol Song, Larry Biehl, Derrick Kearney, I. Luk Kim, Jaewoo Shin, Nelson Villoria, and Venkatesh Merwade. 2019. MyGeoHub—A sustainable and evolving geospatial science gateway. Future Generation Computer Systems 94 (2019), 820–832. https://doi.org/10.1016/j.future.2018.02.005
[10]
Rajesh Kalyanam, Lan Zhao, X. Carol Song, Venkatesh Merwade, Jian Jin, Uris Baldos, and Jack Smith. 2020. GeoEDF: An Extensible Geospatial Data Framework for FAIR Science. Association for Computing Machinery, New York, NY, USA, 207–214. https://doi.org/10.1145/3311790.3396631
[11]
R.B. Lammers, A. Bliss, R. Hock, A.A. Proussevitch, D.S. Grogan, S. Glidden, S. Frolking, and V. Radic. 2013. Contributions of the world’s glaciers to the hydrological cycle in the 21st Century. Abstract GC21E-03 presented at 2013 Fall Meeting, AGUGC21E-03 (December 2013).
[12]
Jianguo Liu, Thomas Dietz, Stephen R. Carpenter, Marina Alberti, Carl Folke, Emilio Moran, Alice N. Pell, Peter Deadman, Timothy Kratz, Jane Lubchenco, Elinor Ostrom, Zhiyun Ouyang, William Provencher, Charles Redman, Stephen H. Schneider, and William W. Taylor. 2007. Complexity of coupled human and natural systems. Science 317, 5844 (14 Sept. 2007), 1513–1516. https://doi.org/10.1126/science.1144004
[13]
Jing Liu, Thomas W Hertel, Richard B Lammers, Alexander Prusevich, Uris Lantz C Baldos, Danielle S Grogan, and Steve Frolking. 2017. Achieving sustainable irrigation water withdrawals: global impacts on food security and land use. Environmental Research Letters 12, 10 (2017), 104009.
[14]
Jianguo Liu, Harold Mooney, Vanessa Hull, Steven J Davis, Joanne Gaskell, Thomas Hertel, Jane Lubchenco, Karen C Seto, Peter Gleick, Claire Kremen, 2015. Systems integration for global sustainability. Science 347, 6225 (2015), 1258832.
[15]
Michael McLennan and Rick Kennell. 2010. HUBzero: A Platform for Dissemination and Collaboration in Computational Science and Engineering. Computing in Science Engineering 12, 2 (2010), 48–53. https://doi.org/10.1109/MCSE.2010.41
[16]
John T. Murphy, Jonathan Ozik, Nicholson Collier, Mark Altaweel, Richard B. Lammers, Alexander A. Prusevich, Andrew Kliskey, and Lilian Alessa. 2015. Simulating regional hydrology and water management: An integrated agent-based approach. Proceedings of the 2014 Winter Simulation Conference (2015), 3913–3924.
[17]
Nihar R. Samal, Wilfred M. Wollheim, Shan Zuidema, Robert J. Stewart, Zaixing Zhou, Madeleine M. Mineau, Mark E. Borsuk, Kevin H. Gardner, Stanley Glidden, Tao Huang, David A. Lutz, Georgia Mavrommati, Alexandra M. Thorn, Cameron P. Wake, and Matthew Huber. 2017. A coupled terrestrial and aquatic biogeophysical model of the Upper Merrimack River watershed, New Hampshire, to inform ecosystem services evaluation and management under climate and land-cover change. Ecology and Society (2017). https://doi.org/10.5751/ES-09662-220418
[18]
Charles J. Vörösmarty, Berrien Moore III, Annette L. Grace, M. Patricia Gildea, Jerry M. Melillo, Bruce J. Peterson, Edward B. Rastetter, and Paul A. Steudler. 1989. Continental scale models of water balance and fluvial transport: An application to South America. Global Biogeochemical Cycles 3, 3 (1989), 241–265. https://doi.org/10.1029/GB003i003p00241
[19]
D. Wisser, B. M. Fekete, C. J. Vörösmarty, and A. H. Schumann. 2010. Reconstructing 20th century global hydrography: a contribution to the Global Terrestrial Network- Hydrology (GTN-H). Hydrology and Earth System Sciences 14, 1 (2010), 1–24. https://doi.org/10.5194/hess-14-1-2010
[20]
Esha Zaveri, Danielle S. Grogan, Karen Fisher-Vanden, Steve Frolking, Richard B. Lammers, Douglas H. Wrenn, Alexander Prusevich, and Robert E. Nicholas. 2016. Invisible water, visible impact: Groundwater use and Indian agriculture under climate change. Environmental Research Letters 11, 8 (3 Aug. 2016). https://doi.org/10.1088/1748-9326/11/8/084005 Publisher Copyright: © 2016 IOP Publishing Ltd.
[21]
Lan Zhao, Carol X. Song, Rajesh Kalyanam, Larry Biehl, Robert Campbell, Leif Delgass, Derrick Kearney, Wei Wan, Jaewoo Shin, I Luk Kim, and Carolyn Ellis. 2017. GABBs - Reusable Geospatial Data Analysis Building Blocks for Science Gateways. 9th International Workshop on Science Gateways (IWSG 2017) (June 2017).

Cited By

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  • (2024)Computation and Baseline: Efficient Methods for Solving a Large System of Equations for Projection and Scenario AnalysisSIMPLE-G10.1007/978-3-031-68054-0_8(103-111)Online publication date: 29-Oct-2024
  • (2024)SIMPLE-G Model Specification: Mathematical Equations in a Multiscale Market Equilibrium ModelSIMPLE-G10.1007/978-3-031-68054-0_5(51-79)Online publication date: 29-Oct-2024
  • (2024)Future Directions: Policy Implications, Model Extensions, and Institutional InnovationSIMPLE-G10.1007/978-3-031-68054-0_18(307-324)Online publication date: 29-Oct-2024
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cover image ACM Conferences
PEARC '22: Practice and Experience in Advanced Research Computing 2022: Revolutionary: Computing, Connections, You
July 2022
455 pages
ISBN:9781450391610
DOI:10.1145/3491418
This work is licensed under a Creative Commons Attribution International 4.0 License.

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Published: 08 July 2022

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Author Tags

  1. Food-Energy-Water (FEW)
  2. Model coupling workflow
  3. SIMPLE-G
  4. WBM
  5. containerization

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View all
  • (2024)Computation and Baseline: Efficient Methods for Solving a Large System of Equations for Projection and Scenario AnalysisSIMPLE-G10.1007/978-3-031-68054-0_8(103-111)Online publication date: 29-Oct-2024
  • (2024)SIMPLE-G Model Specification: Mathematical Equations in a Multiscale Market Equilibrium ModelSIMPLE-G10.1007/978-3-031-68054-0_5(51-79)Online publication date: 29-Oct-2024
  • (2024)Future Directions: Policy Implications, Model Extensions, and Institutional InnovationSIMPLE-G10.1007/978-3-031-68054-0_18(307-324)Online publication date: 29-Oct-2024
  • (2024)Global Groundwater Sustainability and Virtual Water TradeSIMPLE-G10.1007/978-3-031-68054-0_16(253-282)Online publication date: 29-Oct-2024
  • (2023)Cyberinfrastructure for sustainability sciencesEnvironmental Research Letters10.1088/1748-9326/acd9dd18:7(075002)Online publication date: 7-Jul-2023
  • (2023)Global drivers of local water stresses and global responses to local water policies in the United StatesEnvironmental Research Letters10.1088/1748-9326/acd26918:6(065007)Online publication date: 19-May-2023

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