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Intelligent diagnosis of rotating machines using VMD

By Ammar Mrabti

Intelligent diagnosis of rotating machines using VMD

By Ammar Mrabti

0 - Default Title
Description
This book presents an innovative approach to fault diagnosis in rotating machines, based on Variational Mode Decomposition (VMD) and artificial intelligence techniques. It begins with an analysis of condition monitoring strategies and the limitations of conventional signal processing methods. VMD is compared with Empirical Mode Decomposition (EMD) to demonstrate its superiority for extracting fault signatures in noisy environments. A criterion based on Shannon entropy is proposed to optimize the number of modes, while the integration of Multiresolution Wavelet Decomposition (WMRA) improves detection of weak defects. Finally, a hybrid VMD-LSTM model is developed for automatic classification and assessment of fault severity. Combining scientific rigor and experimental validation, this book offers a major contribution to predictive diagnostics and intelligent maintenance in the context of Industry 4.0.
Product details
Binding:
Paperback
Number of Pages:
120
Release Date:
2026-01-31
Publication Date:
2026-01-31
Publisher:
Our Knowledge Publishing
Languages:
Original: English
ISBN10:
6209500668
ISBN13:
9786209500664
GPSR Manufacturer Reference:
[email protected]
Weight:
197 g
Height:
150 cm
Width:
220 cm
Thickness:
8 cm
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