Requirements for Data-Driven Reliability Modeling and Simulation of Smart Manufacturing Systems

Jonas Friederich, Sune Chung Jepsen, Sanja Lazarova-Molnar, Torben Worm

Publikation: Kapitel i bog/rapport/konference-proceedingKonferencebidrag i proceedingsForskningpeer review

Abstract

Planning and deploying reliable Smart Manufacturing Systems (SMSs) is of increasing interest to both scholars and practitioners. High system reliability goes hand in hand with reduced maintenance costs and enables optimized repairs and replacements. To leverage the full potential of SMSs and enable data-driven reliability assessment, data needs should be precisely defined. System integration is a key concept of the Industry 4.0 initiative and it can aid the extraction of the needed data. In this paper, we study the data requirements for a novel middleware for SMSs to enable and support data-driven reliability assessment. We present this middleware architecture and demonstrate its application through a case study, which is used to generate exemplary data that corresponds to the derived requirements. The data requirements and the middleware architecture can support researchers in developing novel data-driven reliability assessment methods, as well as assist practitioners in designing and deploying SMSs in companies.

OriginalsprogEngelsk
Titel2021 Winter Simulation Conference, WSC 2021
Antal sider12
ForlagIEEE
Publikationsdatodec. 2021
Artikelnummer68
ISBN (Elektronisk)9781665433112
DOI
StatusUdgivet - dec. 2021
Begivenhed2021 Winter Simulation Conference, WSC 2021 - Phoenix, USA
Varighed: 12. dec. 202115. dec. 2021

Konference

Konference2021 Winter Simulation Conference, WSC 2021
Land/OmrådeUSA
ByPhoenix
Periode12/12/202115/12/2021
NavnProceedings - Winter Simulation Conference
Vol/bind2021-December
ISSN0891-7736

Bibliografisk note

Publisher Copyright:
© 2021 IEEE.

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