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Intelligente Diagnose rotierender Maschinen durch VMD by Ammar Mrabti, Nouredine Ouelaa, Ramdane Younes

Intelligente Diagnose rotierender Maschinen durch VMD

by Ammar Mrabti , Nouredine Ouelaa , Ramdane Younes
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Book cover type: Paperback
  • ISBN13: 9786209597930
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Verlag Unser Wissen
  • Publisher Imprint: Verlag Unser Wissen
  • Publication Date:
  • Pages: 128
  • Original Price: GBP 59.94
  • Language: German
  • Edition: N/A
  • Item Weight: 182 grams
  • BISAC Subject(s): Engineering (General)

Dieses Buch stellt einen innovativen Ansatz f�r die Fehlerdiagnose bei rotierenden Maschinen vor, der auf der Variational Modes Decomposition (VMD) und Techniken der k�nstlichen Intelligenz beruht. Es beginnt mit einer Analyse der Strategien zur zustandsorientierten Wartung und der Grenzen der klassischen Signalverarbeitungsmethoden. Die VMD wird mit der Empirischen Modenzerlegung (EMD) verglichen, um ihre �berlegenheit bei der Extraktion von Fehlersignaturen in verrauschten Umgebungen zu demonstrieren. Ein auf der Shannon-Entropie basierendes Kriterium wird vorgeschlagen, um die Anzahl der Modi zu optimieren, w�hrend die Integration der Multiresolution Wavelet Decomposition (WMRA) die Erkennung von schwachen Defekten verbessert. Schlie lich wird ein hybrides VMD-LSTM-Modell f�r die automatische Klassifizierung und Bewertung des Schweregrads von Fehlern entwickelt. Durch die Verbindung von wissenschaftlicher Strenge und experimenteller Validierung leistet dieses Buch einen wichtigen Beitrag zur vorausschauenden Diagnose und intelligenten Wartung im Kontext der Industrie 4.0.

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