Predictive Maintenance in Smart Factories
Architectures, Methodologies, and Use-cases
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Beschreibung
This book presents the outcome of the European project "SERENA", involving fourteen partners as international academics, technological companies, and industrial factories, addressing the design and development of a plug-n-play end-to-end cloud architecture, and enabling predictive maintenance of industrial equipment to be easily exploitable by small and medium manufacturing companies with a very limited data analytics experience. Perspectives and new opportunities to address open issues on predictive maintenance conclude the book with some interesting suggestions of future research directions to continue the growth of the manufacturing intelligence.
This book presents the outcome of the European project "SERENA", involving fourteen partners as international academics, technological companies, and industrial factories, addressing the design and development of a plug-n-play end-to-end cloud architecture, and enabling predictive maintenance of industrial equipment to be easily exploitable by small and medium manufacturing companies with a very limited data analytics experience. Perspectives and new opportunities to address open issues on predictive maintenance conclude the book with some interesting suggestions of future research directions to continue the growth of the manufacturing intelligence.
Highlights outcome of the European project "SERENA", addressing predictive maintenance in smart factories Receives contributions from leading research institutes, government, and professional organizations Discusses perspectives and new opportunities to address open issues on predictive maintenance
Autor*in
Tania Cerquitelli
Themen in »Predictive Maintenance in Smart Factories«
Manufacturing intelligence Industry 4.0 White goods industry Predictive analytics Robotic industry Industrial maintenance Data analytics Smart maintenance Life-cycle prediction IoT (Internet of Things) Cloud architecture SERENA project Semi-supervised data labeling Parameter-free algorithms Data-driven methodologies