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Diagnóstico inteligente de máquinas rotativas utilizando VMD by Ammar Mrabti, Nouredine Ouelaa, Ramdane Younes

Diagnóstico inteligente de máquinas rotativas utilizando VMD

by Ammar Mrabti , Nouredine Ouelaa , Ramdane Younes
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Book cover type: Paperback
  • ISBN13: 9786209513466
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Edicoes Nosso Conhecimento
  • Publisher Imprint: Edicoes Nosso Conhecimento
  • Publication Date:
  • Pages: 128
  • Original Price: GBP 52.98
  • Language: Portuguese
  • Edition: N/A
  • Item Weight: 182 grams
  • BISAC Subject(s): Engineering (General)

Este livro apresenta uma abordagem inovadora ao diagn�stico de avarias em m�quinas rotativas, baseada na Decomposi��o de Modos Variacionais (VMD) e em t�cnicas de intelig�ncia artificial. Come�a com uma an�lise das estrat�gias de monitoriza��o de condi��es e as limita��es dos m�todos convencionais de processamento de sinais. A VMD � comparada com a Decomposi��o Emp�rica de Modos (EMD) para demonstrar a sua superioridade na extra��o de assinaturas de falhas em ambientes ruidosos. Prop�e-se um crit�rio baseado na entropia de Shannon para otimizar o n�mero de modos, enquanto a integra��o da decomposi��o Wavelet Multiresolu��o (WMRA) melhora a dete��o de falhas fracas. Por fim, � desenvolvido um modelo h�brido VMD-LSTM para classifica��o autom�tica e avalia��o da gravidade das falhas. Combinando rigor cient�fico e valida��o experimental, este livro oferece uma contribui��o importante para o diagn�stico preditivo e a manuten��o inteligente no contexto da Ind�stria 4.0.

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