期刊
出版社
ASSOC COMPUTING MACHINERY
DOI: 10.1145/3308557.3308711
关键词
Intelligent workflow systems; model integration; environmental modeling; scientific discovery
资金
- Defense Advanced Research Projects Agency [W911NF-18-1-0027]
- National Science Foundation [ICER-1440323]
Understanding the interactions between natural processes and human activities poses major challenges as it requires the integration of models and data across disparate disciplines. It typically takes many months and even years to create valid endto-end simulations as different models need to be configured in consistent ways and generate data that is usable by other models. MINT is a novel framework for model integration that captures extensive knowledge about models and data and aims to automatically compose them together. MINT guides a user to pose a well-formed modeling question, select and configure appropriate models, find and prepare appropriate datasets, compose data and models into end-to-end workflows, run the simulations, and visualize the results. MINT currently includes hydrology, agriculture, and socioeconomic models.
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