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GSA Connects 2022 meeting in Denver, Colorado

Paper No. 162-10
Presentation Time: 10:45 AM

SEMANTICS OF FAIR GEOSCIENCE DATA: A KEY FACTOR TO FACILITATE THE DATA SCIENCE WORKFLOW


MA, Xiaogang1, KALE, Amruta2, LI, Chenhao2, ZHANG, Jiyin2, QUE, Xiang2, SALATI, Sanaz2, RALPH, Jolyon3, PRABHU, Anirudh4, MORRISON, Shaunna5 and HAZEN, Robert M.6, (1)University of Idaho, 875 Perimeter Drive, MS 1010, Moscow, ID 83844-0001, (2)Department of Computer Science, University of Idaho, 785 Perimeter Dr., MS 1010, Moscow, ID 83844-1010, (3)mindat.org, Surrey, CR4 4FD, United Kingdom, (4)Earth and Planets Laboratory, Carnegie Institution for Science, 5251 Broad Branch Road NW, Washington, WA 20015, (5)Earth and Planets Laboratory, Carnegie Institution for Science, 5241 Broad Branch Road NW, Washington, DC 20015, (6)Earth and Planets Laboratory, Carnegie Institution for Science, 5251 Broad Branch Road NW, Washington, DC 20015

FAIR data principles have been well received in the geoscience community. In recent years, many best practices of open data have demonstrated their value to facilitate data-driven discoveries in geoscience. Among those studies, semantics remains as a key topic of wide interest, which is relevant to terminology, data models, formats, metadata, ontology, vocabulary, knowledge graph, and many other subjects. In particular, with the thriving of Web-based data sharing and discovery activities and the extension of FAIR principles to data analysis software and other objects in open science, it is worth to have a reflection on the role of semantics in the FAIR principles and make recommendations for future works. In this presentation, we will review a few recent projects that have worked on semantics of data and implemented it in different steps of the data science workflow. We will analyze the pros and cons of the current practices, and will also present a vision for potential future improvements. This work is supported by the National Science Foundation program (#1835717, #2019609 and #2126315).

Session No. 162

T177. Mineralogy, Petrology, and Geochemistry: New Approaches to Harnessing the Multidimensionality of Complex Systems
Tuesday, 11 October 2022: 8:00 AM-12:00 PM
505 (Colorado Convention Center)
Geological Society of America Abstracts with Programs. Vol 54, No. 5
doi: 10.1130/abs/2022AM-379167
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