An ontology-based model for prognostics and health management of machines
Journal of Industrial Information IntegrationPublished 2 March 2017
David Lira Nuñez, Milton Borsato
Citations62
SJR quartileQ1
SJR score2.44
SNIP3.42
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TL;DR
The Design Science Research (DSR) methodology is used in this paper, encompassing international standards, the unified 5-level architecture, ontology, and dependability for failure analysis in mechanical components, and an ontology using the OWL 2 language was created.
Abstract
Recent advances in smart manufacturing open up opportunities in industrial support, specifically in maintenance and physical asset management. This trend allows data collected from machines in operation to interact with cyberspace computers through a communication network, thus forming the concept of cyber-physical systems (CPS). Besides, rapid advances in information and communications technologies provide approaches for analysing data, in an increasingly rapid, autonomously, ubiquitous and in real time way, providing information that assists humans in making better decisions. In this sense, Prognostics and Health Management (PHM) of machines, is indicated as a promising application of Smart Manufacturing in the CPS context, demanding the standardization of concepts, terms, and a formal implementation of data collection and treatment. For this purpose, the Design Science Research (DSR) methodology is used in this paper, encompassing international standards, the unified 5-level architecture, ontology, and dependability for failure analysis in mechanical components. In addition, the creation of an ontology using the OWL 2 language was guided by the 'Ontology Development 101′ approach. A pilot test was carried out using a centrifugal pump to demonstrate the applicability of the ontology. Thus, the ontology is evaluated in Protégé, which allow queries with SPARQL language to provide future decision-making for condition-based maintenance in real processes.
Keywords
Health ProfessionsBusiness, Management and AccountingEngineering
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