Design objectives for evolvable knowledge graphs |
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Author: | Teern, Anna1; Kelanti, Markus1; Päivärinta, Tero1,2; |
Organizations: |
1M3S, University of Oulu, Oulu, 90014, Finland 2Information Systems, Luleå University of Technology, Luleå, 97187, Sweden 3Valmet Automation Systems, Valmet Oyj, Tampere, 33900, Finland |
Format: | article |
Version: | published version |
Access: | open |
Online Access: | PDF Full Text (PDF, 0.4 MB) |
Persistent link: | http://urn.fi/urn:nbn:fi-fe20231114146539 |
Language: | English |
Published: |
Riga Technical University,
2023
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Publish Date: | 2023-11-14 |
Description: |
AbstractKnowledge graphs (KGs) structure knowledge to enable the development of intelligent systems across several application domains. In industrial maintenance, comprehensive knowledge of the factory, machinery, and components is indispensable. This study defines the objectives for evolvable KGs, building upon our prior research, where we initially identified the problem in industrial maintenance. Our contributions include two main aspects: firstly, the categorization of learning within the KG construction process and the identification of design objectives for the KG process focusing on supporting industrial maintenance. The categorization highlights the specific requirements for KG design, emphasizing the importance of planning for maintenance and reuse. see all
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Series: |
Complex systems informatics and modeling quarterly |
ISSN: | 2255-9922 |
ISSN-E: | 2255-9922 |
ISSN-L: | 2255-9922 |
Issue: | 197 |
Article number: | 197 |
DOI: | 10.7250/csimq.2023-36.01 |
OADOI: | https://oadoi.org/10.7250/csimq.2023-36.01 |
Type of Publication: |
A1 Journal article – refereed |
Field of Science: |
113 Computer and information sciences |
Subjects: | |
Funding: |
This research has been partially funded by the ITEA project Oxilate (18023) and Business Finland. |
Copyright information: |
© 2023 Anna Teern, Markus Kelanti, Tero Päivärinta, and Mika Karaila. This is an open access article licensed under the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0). |
https://creativecommons.org/licenses/by/4.0/ |