Context-based and human-centred information fusion in diagnostics

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dc.contributor.authorEmmanouilidis, Christos
dc.contributor.authorPistofidis, Petros
dc.contributor.authorFournaris, Apostolos
dc.contributor.authorBevilacqua, Maurizio
dc.contributor.authorDurazo-Cardenas, Isidro
dc.contributor.authorBotsaris, Pantelis N.
dc.contributor.authorKatsouros, Vassilis
dc.contributor.authorKoulamas, Christos
dc.contributor.authorStarr, Andrew G.
dc.date.accessioned2017-01-09T11:20:00Z
dc.date.available2017-01-09T11:20:00Z
dc.date.issued2016-12-16
dc.description.abstractMaintenance management and engineering practice has progressed to adopt approaches which aim to reach maintenance decisions not by means of pre-specified plans and recommendations but increasingly on the basis of best contextually relevant available information and knowledge, all considered against stated objectives. Different methods for automating event detection, diagnostics and prognostics have been proposed, which may achieve very high performance when appropriately adapted and tuned to serve the needs of well defined tasks. However, the scope of such solutions is often narrow and without a mechanism to include human contributed intervention and knowledge contribution. This paper presents a conceptual framework of integrating automated detection and diagnostics and human contributed knowledge in a single architecture. This is instantiated by an e-maintenance platform comprising tools for both lower level information fusion as well as for handling higher level knowledge. Well structured maintenance relationships, such as those present in a typical FMECA study, as well as on the job human contributed compact knowledge are exploited to this end. A case study presenting the actual workflow of the process in an industrial setting is employed to pilot test the approach.en_UK
dc.identifier.citationEmmanouilidis C, Pistofidis P, Fournaris A, et. al. Context-based and human-centred information fusion in diagnostics, IFAC-PapersOnLine Volume 49, Issue 28, 2016, Pages 220–225en_UK
dc.identifier.issn1474-6670
dc.identifier.urihttp://dx.doi.org/10.1016/j.ifacol.2016.11.038
dc.identifier.urihttps://dspace.lib.cranfield.ac.uk/handle/1826/11229
dc.language.isoenen_UK
dc.publisherElsevieren_UK
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjecte-maintenanceen_UK
dc.subjectinformation fusionen_UK
dc.subjecthuman-centred maintenanceen_UK
dc.subjectevent detectionen_UK
dc.subjectdiagnosticsen_UK
dc.titleContext-based and human-centred information fusion in diagnosticsen_UK
dc.typeArticleen_UK

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