Implementation of a Reference Architecture for Cyber Physical Systems to support Condition Based Maintenance

Autor: Larrinaga Barrenechea, Félix, Garitano Garitano, Iñaki, Zugasti Uriguen, Ekhi, Zurutuza Ortega, Urko
Přispěvatelé: Fernandez Anakabe, Javier
Rok vydání: 2018
Předmět:
Zdroj: eBiltegia Repositorio digital de Mondragon Unibertsitatea
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Popis: This paper presents the implementation of a refer-ence architecture for Cyber Physical Systems (CPS) to supportCondition Based Maintenance (CBM) of industrial assets. The article focuses on describing how the MANTIS ReferenceArchitecture is implemented to support predictive maintenance of clutch-brake assets fleet, and includes the data analysis techniques and algorithms implemented at platform level to facilitate predictive maintenance activities. These technologiesare (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 EU project MANTIS.
Databáze: OpenAIRE