Diagnostic intelligent des machines tournantes par la VMD
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Cet ouvrage pr�sente une approche innovante pour le diagnostic des d�fauts dans les machines tournantes, fond�e sur la D�composition en Modes Variationnelle (VMD) et les techniques d'intelligence artificielle. Il d�bute par une analyse des strat�gies de maintenance conditionnelle et des limites des m�thodes classiques de traitement du signal. La VMD y est compar�e � la D�composition en Modes Empiriques (EMD) afin de d�montrer sa sup�riorit� pour l'extraction des signatures de d�fauts en environnements bruit�s. Un crit�re bas� sur l'entropie de Shannon est propos� pour optimiser le nombre de modes, tandis que l'int�gration de la D�composition Multir�solution par Ondelettes (WMRA) am�liore la d�tection des d�fauts faibles. Enfin, un mod�le hybride VMD-LSTM est d�velopp� pour la classification automatique et l'�valuation de la s�v�rit� des d�faillances. Alliant rigueur scientifique et validation exp�rimentale, ce livre offre une contribution majeure au diagnostic pr�dictif et � la maintenance intelligente dans le contexte de l'industrie 4.0.
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