Understanding Data Heterogeneity in the Context of Cyber-Physical Systems Integration
The current gradual adoption of the Industry 4.0 is the research trend that includes more intensive utilization of cyber-physical systems (CPSs). The computerization of manufacturing will bring many advantages but it is needed to face the heterogeneity problem during an integration of various CPSs f...
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Veröffentlicht in: | IEEE transactions on industrial informatics 2017-04, Vol.13 (2), p.660-667 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | The current gradual adoption of the Industry 4.0 is the research trend that includes more intensive utilization of cyber-physical systems (CPSs). The computerization of manufacturing will bring many advantages but it is needed to face the heterogeneity problem during an integration of various CPSs for enabling this progress. In this paper, we describe various types of heterogeneity with emphasis to a semantic heterogeneity. The CPSs integration problem is classified into two different challenges. Next, we introduce the approach and the implementation of the semantic heterogeneity reduction with the focus on using Semantic Web technologies for a data integration. Then, the Big Data approach is described for facilitating the implementation. Finally, the possible solution is demonstrated on our proposed semantic Big Data historian. |
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ISSN: | 1551-3203 1941-0050 |
DOI: | 10.1109/TII.2016.2596101 |