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Abstract
The overall performance of real world production systems is heavily influenced by the applied mix of maintenance strategies. The choice is dependent on various factors which need to be understood and investigated in detail. The emerging trend towards AI-based prognostic models bring advantages in model creation but also disadvantages in prediction quality. To accomplish this, we introduce a conceptual model, which serves as a basis for a simulation model. The latter may be used as a testbed for evaluating different combinations of applied maintenance strategies with respect to throughput, availabilities and maintenance resources.
Titel in Übersetzung | A Conceptual Modeling Framework for Evaluating the Performance of Predictive Maintenance for Modern, Real-World Production Systems using Potentials and Risks of Industry 4.0 |
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Originalsprache | englisch |
Titel | 2019 4th International Conference on System Reliability and Safety, ICSRS 2019 |
Erscheinungsort | Rome, Italy |
Herausgeber (Verlag) | Institute of Electrical and Electronics Engineers |
Seiten | 267-274 |
Seitenumfang | 8 |
ISBN (elektronisch) | 9781728147819 |
DOIs | |
Publikationsstatus | Veröffentlicht - Nov. 2019 |
Veranstaltung | 2019 4th International Conference on System Reliability and Safety - NH Roma Villa Carpegna, Rom, Italien Dauer: 20 Nov. 2019 → 22 Nov. 2019 Konferenznummer: 4 http://www.icsrs.org/ |
Publikationsreihe
Name | 2019 4th International Conference on System Reliability and Safety, ICSRS 2019 |
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Konferenz
Konferenz | 2019 4th International Conference on System Reliability and Safety |
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Kurztitel | ICSRS |
Land/Gebiet | Italien |
Ort | Rom |
Zeitraum | 20/11/19 → 22/11/19 |
Internetadresse |
ASJC Scopus subject areas
- Artificial intelligence
- Wirtschaftsingenieurwesen und Fertigungstechnik
- Managementlehre und Operations Resarch
- Informationssysteme und -management
- Steuerung und Optimierung
- Sicherheit, Risiko, Zuverlässigkeit und Qualität
- Computernetzwerke und -kommunikation
Fields of Expertise
- Mobility & Production
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A Conceptual Modeling Framework for Evaluating the Performance of Predictive Maintenance for Modern, Real-World Production Systems using Potentials and Risks of Industry 4.0
Clemens Gutschi (Redner/in)
22 Nov. 2019Aktivität: Vortrag oder Präsentation › Vortrag bei Konferenz oder Fachtagung › Science to science