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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.
Translated title of the contribution | 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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Original language | English |
Title of host publication | 2019 4th International Conference on System Reliability and Safety, ICSRS 2019 |
Place of Publication | Rome, Italy |
Publisher | Institute of Electrical and Electronics Engineers |
Pages | 267-274 |
Number of pages | 8 |
ISBN (Electronic) | 9781728147819 |
DOIs | |
Publication status | Published - Nov 2019 |
Event | 2019 4th International Conference on System Reliability and Safety - NH Roma Villa Carpegna, Rom, Italy Duration: 20 Nov 2019 → 22 Nov 2019 Conference number: 4 http://www.icsrs.org/ |
Publication series
Name | 2019 4th International Conference on System Reliability and Safety, ICSRS 2019 |
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Conference
Conference | 2019 4th International Conference on System Reliability and Safety |
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Abbreviated title | ICSRS |
Country/Territory | Italy |
City | Rom |
Period | 20/11/19 → 22/11/19 |
Internet address |
Keywords
- maintenance strategy selection problem
- predictive maintenance
- AI-based prognostics
- conceptual model
- production systems
- Production systems
- Maintenance strategy selection problem
- Conceptual model
- Predictive maintenance
ASJC Scopus subject areas
- Artificial Intelligence
- Industrial and Manufacturing Engineering
- Management Science and Operations Research
- Information Systems and Management
- Control and Optimization
- Safety, Risk, Reliability and Quality
- Computer Networks and Communications
Fields of Expertise
- Mobility & Production
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Dive into the research topics of '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'. Together they form a unique fingerprint.Activities
- 1 Talk at conference or symposium
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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 (Speaker)
22 Nov 2019Activity: Talk or presentation › Talk at conference or symposium › Science to science