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Predictive Maintenance and Fault Detection for Motor Drive Control Systems in Industrial Robots Using CNN-RNN-Based Observers. [PDF]
Sensors (Basel)Eang C, Lee S.
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On a scheme for predictive maintenance
European Journal of Operational Research, 2007zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Martin Crowder, Jerald F. Lawless
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Predictive Maintenance in der Produktion*/Predictive Maintenance in production
wt Werkstattstechnik online, 2017Über neue Möglichkeiten der Vernetzung und Datenverarbeitung von Anlagen und -komponenten gewinnt die prädiktive Instandhaltung stetig an Bedeutung. Während sie insbesondere in der Luftfahrt sowie bei der Versorgungs- und Energietechnik schon seit Jahren zum Einsatz kommt, sind innerhalb der Produktion derzeit noch wenige Anwendungsfälle zu finden. Der
R. Wöstmann, P. Strauss, J. Prof. Deuse
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2020
The aim of this thesis is to show how predictive maintenance is spread in companies located in Vorarlberg and how this corresponds to the current state of research. The following research questions are asked: What is the current state of research in the field of predictive maintenance?
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The aim of this thesis is to show how predictive maintenance is spread in companies located in Vorarlberg and how this corresponds to the current state of research. The following research questions are asked: What is the current state of research in the field of predictive maintenance?
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Architecture of a Predictive Maintenance Framework
6th International Conference on Computer Information Systems and Industrial Management Applications (CISIM'07), 2007Predictive maintenance is a promising maintenance strategy. However, existing solutions are isolated from enterprise systems and limited to specific applications. A predictive maintenance framework that integrates the diversity of existing techniques for equipment failure predictions and that incorporates data both from machine level and the upper ...
Christin Groba +3 more
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Inspection and predictive maintenance strategies
International Journal of Computer Integrated Manufacturing, 1998This paper addresses the problem of generating optimal inspection strategies for randomly failing systems whose state is known only through inspection. Two inspection strategies are presented. The first one is a simple inspection strategy while the second is a predictive oriented one.
Anis Chelbi, Daoud Ait-Kadi
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New Horizons on Predictive Maintenance
IFAC Proceedings Volumes, 2009Abstract Abstract This paper deals with predictive maintenance and its importance on industrial applications. After introduction, brief information is given about causes of electrical motor failures and then, predictive maintenance concept is introduced. Next, most popular techniques are told briefly.
Izzet Yilmaz Önel +2 more
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Log-based predictive maintenance
Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining, 2014Success of manufacturing companies largely depends on reliability of their products. Scheduled maintenance is widely used to ensure that equipment is operating correctly so as to avoid unexpected breakdowns. Such maintenance is often carried out separately for every component, based on its usage or simply on some fixed schedule.
Ruben Sipos +3 more
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Predictive Maintenance Analysis for Industries
2024 IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom)In this paper, we are focused on deriving conclusions from sensor parameter data that would enable the detection of potential faults and the prediction of failures. We used Random Forest, Decision Tree, Naive Bayes, Logistic Regression, Support Vector Machine, and Long Short-Term Memory models to predict faults for sensor data.
Sunetcioglu, Selin +2 more
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Predictive maintenance by ferrography
Wear, 1977Abstract Ferrography is a technique by which wear debris and contaminant particles are separated from a lubricant and analysed. The apparatus used and complementary investigational techniques are described. The use of Ferrography for machinery condition monitoring to prevent failure and to allow a safe change from expensive periodic dismantling of ...
D. Scott, V.C. Westcott
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