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Application of the Nadaraya-Watson estimator based attention mechanism to the field of predictive maintenance. [PDF]
Siraskar R +4 more
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Condition Monitoring and Predictive Maintenance of Assets in Manufacturing Using LSTM-Autoencoders and Transformer Encoders. [PDF]
Bampoula X, Nikolakis N, Alexopoulos K.
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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?
openaire +2 more sources
Facilitating Change Towards Predictive Maintenance
2022Predictive maintenance is the promise of the future in infrastructure asset management. Predictive maintenance more and more uses sensor data. Sensors are relatively cheap, and their data mostly comes in huge quantities. Trends or flags may be observed in the data, sometimes with traditional statistical analyses and more often with advanced analyses ...
Boomen, M. van den +3 more
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Predictive Maintenance Architecture
2018 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), 2018In industrial plants or any critical utility plants, the ultimate goal is to maximize the production quantity and quality but at the same time keeping the production cost as low as possible. To achieve this, it is mandatory to keep plants in fully efficient condition so that the throughput of the system is maximum.
Omkar Motaghare +2 more
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Data-Driven Predictive Maintenance: A Methodology Primer
2021Predictive maintenance aims at proactively assessing the current condition of assets and performing maintenance activities if and when needed to preserve them in the optimal operational condition. This in turn may lead to a reduction of unexpected breakdowns and production stoppages as well as maintenance costs, ultimately resulting in reduced ...
Tania Cerquitelli +9 more
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Predictive maintenance techniques
IEEE Industry Applications Magazine, 2009This article discusses the importance of PdM for industrial process applications and investigates a number of emerging technologies that enable this approach, including online energy-efficiency evaluation and continuous condition monitoring. The article gives an overview of existing and future technologies that can be used in these areas.
Bin Lu, David Durocher, Peter Stemper
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Predictive Maintenance Information Systems
International Journal of Enterprise Information Systems, 2020Predictive maintenance has the potential to improve the reliability of production and service provisioning. However, there is little knowledge about the proper implementation of predictive maintenance in research and practice. Therefore, we conducted a multi-case study and investigated underlying conditions and technological aspects for implementing a ...
Michael Möhring +4 more
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Failure Prediction Model for Predictive Maintenance
2018 IEEE International Conference on Cloud Computing in Emerging Markets (CCEM), 2018As financial organizations strive to deliver superior omnichannel customer experiences, they are transforming their branch environments with latest digital technologies for ATMs, Branch platforms, self-service devices and other branch technologies. Simultaneously, mixing new with older, installed technologies from multiple vendors can create complex ...
KamalaKanta Mishra, Sachin Kumar Manjhi
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