Open data and model integration through generic model agent toolkit in CyberWater framework

dc.contributor.authorChen, Ranran
dc.contributor.authorLuna, Daniel
dc.contributor.authorCao, Yuan
dc.contributor.authorLiang, Yao
dc.contributor.authorLiang, Xu
dc.contributor.departmentComputer and Information Science, School of Science
dc.date.accessioned2023-10-17T21:31:47Z
dc.date.available2023-10-17T21:31:47Z
dc.date.issued2022-06
dc.description.abstractThe CyberWater project is created to develop an open data and open model integration framework for studying complex environmental and water problems, where diverse online data sources can be directly accessed by diverse models without any need of users’ extra effort on the tedious tasks of data preparation for their models. We present our design and development of a novel generic model agent toolkit in the context of CyberWater, which enables users to integrate their models into the CyberWater system without writing any new code, significantly simplifying the data and model integration task. CyberWater adopts a visual scientific workflow system, VisTrails, which also supports provenance and reproducible computing. Our approach and the developed generic model agent toolkit are demonstrated, via CyberWater framework, with automated and flexible workflows through integrating data and models using real-world use cases. Two popular hydrological models, VIC and DHSVM, are used for illustrations.
dc.eprint.versionAuthor's manuscript
dc.identifier.citationChen, R., Luna, D., Cao, Y., Liang, Y., & Liang, X. (2022). Open data and model integration through generic model agent toolkit in CyberWater framework. Environmental Modelling & Software, 152, 105384. https://doi.org/10.1016/j.envsoft.2022.105384
dc.identifier.urihttps://hdl.handle.net/1805/36419
dc.language.isoen_US
dc.publisherElsevier
dc.relation.isversionof10.1016/j.envsoft.2022.105384
dc.relation.journalEnvironmental Modelling & Software
dc.rightsPublisher Policy
dc.sourceAuthor
dc.subjectOpen data and model
dc.subjectModel integration
dc.subjectGeneric model agent
dc.subjectScientific workflow
dc.subjectReproducible process
dc.titleOpen data and model integration through generic model agent toolkit in CyberWater framework
dc.typeArticle
Files
Original bundle
Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Chen2022Open-data-NSFAAM.pdf
Size:
2.22 MB
Format:
Adobe Portable Document Format
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.99 KB
Format:
Item-specific license agreed upon to submission
Description: