Abstract
One of the most prominent use cases of a digitized industry is predictive maintenance. Advances in sensor and data technology enable continuous condition monitoring, thus, extending the opportunities for predictive maintenance. However, so far, most approaches stick to a simplistic paradigm viewing industrial systems as a single-component system (SCS), assuming independence or partially neglecting interdependencies between components. However, in practice, multiple components are coupled which interact with each other; thus, leading to a multi-component system (MCS) view. Implementing the MCS is challenging, but promises many advantages for predictive maintenance. We conduct a structured literature review to investigate the current state of research about MCS and how this can be transferred to data-driven predictive maintenance. We investigate the characteristics of MCS, the promises in contrast to SCS, the challenges of its implementation, and current application areas. Finally, we discuss future work on MCS in the context of predictive maintenance.
Originalsprache | englisch |
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Titel | Information Systems - 16th European, Mediterranean, and Middle Eastern Conference, EMCIS 2019, Proceedings |
Untertitel | EMCIS 2019 |
Redakteure/-innen | Marinos Themistocleous, Maria Papadaki |
Erscheinungsort | Cham |
Herausgeber (Verlag) | Springer |
Seiten | 31-44 |
Seitenumfang | 14 |
ISBN (Print) | 978-3-030-44321-4 |
DOIs | |
Publikationsstatus | Veröffentlicht - 1 Jan. 2020 |
Veranstaltung | 16th European Mediterranean & Middle Eastern Conference on Information Systems - The British University in Dubai, Dubai, Vereinigte Arabische Emirate Dauer: 9 Dez. 2019 → 10 Dez. 2019 http://emcis.eu/ |
Publikationsreihe
Name | Lecture Notes in Business Information Processing |
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Band | 381 LNBIP |
ISSN (Print) | 1865-1348 |
ISSN (elektronisch) | 1865-1356 |
Konferenz
Konferenz | 16th European Mediterranean & Middle Eastern Conference on Information Systems |
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Kurztitel | EMCIS 2019 |
Land/Gebiet | Vereinigte Arabische Emirate |
Ort | Dubai |
Zeitraum | 9/12/19 → 10/12/19 |
Internetadresse |
ASJC Scopus subject areas
- Informationssysteme und -management
- Information systems
- Steuerungs- und Systemtechnik
- Betriebswirtschaft und Internationales Management
- Management-Informationssysteme
- Modellierung und Simulation