Decision support for multi-component systems: visualizing interdependencies for predictive maintenance

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dc.contributor.authorGashi, Milot
dc.contributor.authorMutlu, Belgin
dc.contributor.authorLindstaedt, Stefanie
dc.contributor.authorThalmann, Stefan
dc.date.accessioned2021-12-24T17:32:22Z
dc.date.available2021-12-24T17:32:22Z
dc.date.issued2022-01-04
dc.description.abstractTaking dependencies between components seriously and considering the multi-component perspective instead of the single-system perspective could help to improve the results of predictive maintenance (PdM). However, modeling and identifying the interdependencies in complex industrial systems is challenging. A way to tackle this challenge and to identify interdependencies is using visualization. To the best of our knowledge, existing research on visualizing interdependencies is not applied to multi-component systems (MCS) so far. Further, it is not clear how visualization approaches can provide suitable decision support to identify interdependencies in PdM tasks. We evaluate three key visualization approaches to represent interdependencies in the context of PdM for MCS using a crowd-sourced design study in a questionnaire survey involving 530 participants. Based on our study, we were able to rank these approaches based on performance and usability for our given PdM task. The multi-line approach outperformed other approaches with respect to performance.
dc.format.extent10 pages
dc.identifier.doi10.24251/HICSS.2022.211
dc.identifier.isbn978-0-9981331-5-7
dc.identifier.urihttp://hdl.handle.net/10125/79543
dc.language.isoeng
dc.relation.ispartofProceedings of the 55th Hawaii International Conference on System Sciences
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectInteractive Visual Analytics and Visualization for Decision Making
dc.subjectdecision support
dc.subjectinterdependencies
dc.subjectmulti-component systems
dc.subjectpredictive maintenance
dc.subjectvisualization
dc.titleDecision support for multi-component systems: visualizing interdependencies for predictive maintenance
dc.type.dcmitext

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