A Big Data implementation of the MANTIS reference architecture for predictive maintenance Article Swipe
Félix Larrinaga
,
Javier Fernandez-Anakabe
,
Ekhi Zugasti
,
Iñaki Garitano
,
Urko Zurutuza
,
Jon Olaizola
,
Mikel Anasagasti
,
Mikel Mondragon
·
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.1177/0959651819835362
YOU?
·
· 2019
· Open Access
·
· DOI: https://doi.org/10.1177/0959651819835362
This article presents the implementation of a reference architecture for cyber-physical systems to support condition-based maintenance of industrial assets. It also focuses on describing the data analysis approach to manage predictive maintenance of clutch-brake assets fleet over the previously defined MANTIS reference architecture. Proposals for both the architecture and data analysis implementation support working on Big Data scenarios, due to the usage of related technologies, such as Hadoop Distributed File System, Kafka or Apache Spark. The techniques are (1) root cause analysis powered by attribute-oriented induction clustering and (2) remaining useful life powered by time series forecasting. The work has been conducted in a real use case within the H2020 European project MANTIS.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1177/0959651819835362
- OA Status
- green
- Cited By
- 4
- References
- 16
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2923319869
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W2923319869Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1177/0959651819835362Digital Object Identifier
- Title
-
A Big Data implementation of the MANTIS reference architecture for predictive maintenanceWork title
- Type
-
articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2019Year of publication
- Publication date
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2019-03-21Full publication date if available
- Authors
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Félix Larrinaga, Javier Fernandez-Anakabe, Ekhi Zugasti, Iñaki Garitano, Urko Zurutuza, Jon Olaizola, Mikel Anasagasti, Mikel MondragonList of authors in order
- Landing page
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https://doi.org/10.1177/0959651819835362Publisher landing page
- Open access
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YesWhether a free full text is available
- OA status
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greenOpen access status per OpenAlex
- OA URL
-
https://ebiltegia.mondragon.edu/xmlui/bitstream/20.500.11984/1176/1/A%20Big%20Data%20implementation%20of%20the_MANTIS_Reference_Architecture_for_Predictive_Maintenance.pdfDirect OA link when available
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Mantis, Architecture, Computer science, SPARK (programming language), Predictive maintenance, Big data, Engineering, Data mining, Reliability engineering, Visual arts, Ecology, Art, Biology, Programming languageTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
4Total citation count in OpenAlex
- Citations by year (recent)
-
2023: 1, 2022: 2, 2021: 1Per-year citation counts (last 5 years)
- References (count)
-
16Number of works referenced by this work
- Related works (count)
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10Other works algorithmically related by OpenAlex
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