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Inteligentna diagnostyka maszyn wirnikowych z wykorzystaniem VMD by Ammar Mrabti, Nouredine Ouelaa, Ramdane Younes

Inteligentna diagnostyka maszyn wirnikowych z wykorzystaniem VMD

by Ammar Mrabti , Nouredine Ouelaa , Ramdane Younes
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Book cover type: Paperback
  • ISBN13: 9786209510908
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Wydawnictwo Nasza Wiedza
  • Publisher Imprint: Wydawnictwo Nasza Wiedza
  • Publication Date:
  • Pages: 124
  • Original Price: GBP 52.98
  • Language: Polish
  • Edition: N/A
  • Item Weight: 177 grams
  • BISAC Subject(s): Engineering (General)

Książka przedstawia innowacyjne podejście do diagnostyki uszkodzeń maszyn wirnikowych, oparte na Variational Mode Decomposition (VMD) i technikach sztucznej inteligencji. Rozpoczyna się od analizy strategii monitorowania stanu i ograniczeń konwencjonalnych metod przetwarzania sygnal�w. VMD jest por�wnywana z Empirical Mode Decomposition (EMD), aby wykazac jej wyższośc w wyodrębnianiu sygnatur usterek w halaśliwym środowisku. Zaproponowano kryterium oparte na entropii Shannona w celu optymalizacji liczby tryb�w, podczas gdy integracja wielorozdzielczej dekompozycji falkowej (WMRA) poprawia wykrywanie slabych usterek. Na koniec opracowano hybrydowy model VMD-LSTM do automatycznej klasyfikacji i oceny stopnia uszkodzenia. Lącząc rygor naukowy i walidację eksperymentalną, książka ta stanowi istotny wklad w diagnostykę predykcyjną i inteligentną konserwację w kontekście Przemyslu 4.0.

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