Content area

Abstract

Ontologies have gained popularity in the scientific community as a way to standardize terminologies in organizations’ data. Although certain cohorts have created frameworks with rules and guidelines on creating ontologies, there exist significant variations in how Materials Science ontologies are currently developed. We seek to provide guidance in the form of a unified automated framework for developing interoperable and modular ontologies for Materials Data Science that simplifies the ontology terms matching by establishing a semantic bridge up to the Basic Formal Ontology(BFO). This framework provides key recommendations on how ontologies should be positioned within the semantic web, what knowledge representation language is recommended, and where ontologies should be published online to boost their findability and interoperability. Two fundamental components of the MDS-Onto framework are the bilingual package called FAIRmaterials for ontology creation and FAIRLinked, for FAIR data creation. To showcase the practical capabilities of FAIRmaterials, we present two exemplar domain ontologies of MDS-Onto: Synchrotron X-Ray Diffraction and Photovoltaics.

Details

1009240
Title
Materials Data Science Ontology(MDS-Onto): Unifying Domain Knowledge in Materials and Applied Data Science
Publication title
Volume
12
Issue
1
Pages
628
Publication year
2025
Publication date
2025
Publisher
Nature Publishing Group
Place of publication
London
Country of publication
United States
Publication subject
e-ISSN
20524463
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2025-04-15
Milestone dates
2025-04-02 (Registration); 2024-11-04 (Received); 2025-04-01 (Accepted)
Publication history
 
 
   First posting date
15 Apr 2025
ProQuest document ID
3190422329
Document URL
https://www.proquest.com/scholarly-journals/materials-data-science-ontology-mds-onto-unifying/docview/3190422329/se-2?accountid=208611
Copyright
Copyright Nature Publishing Group 2025
Last updated
2025-07-24
Database
ProQuest One Academic