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portada Deep Neural Networks-Enabled Intelligent Fault Diagnosis of Mechanical Systems
Type
Physical Book
Publisher
Author
Language
English
Pages
232
Format
Hardcover
ISBN13
9781032752372
Edition No.
1

Deep Neural Networks-Enabled Intelligent Fault Diagnosis of Mechanical Systems

Yan Ruqiang,Zhao Zhibin (Author) · Crc Press · Hardcover

Deep Neural Networks-Enabled Intelligent Fault Diagnosis of Mechanical Systems - Yan Ruqiang,Zhao Zhibin

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Synopsis "Deep Neural Networks-Enabled Intelligent Fault Diagnosis of Mechanical Systems"

The book aims to highlight the potential of Deep Learning (DL)-enabled methods in Intelligent Fault Diagnosis (IFD), along with their benefits and contributions.The authors first introduce basic applications of DL-enabled IFD, including auto-encoders, deep belief networks, and convolutional neural networks. Advanced topics of DL-enabled IFD are also explored, such as data augmentation, multi-sensor fusion, unsupervised deep transfer learning, neural architecture search, self-supervised learning, and reinforcement learning. Aiming to revolutionise the nature of IFD, the book contributes to improved efficiency, safety and reliability of mechanical systems in various industrial domains.The book will appeal to academic researchers, practitioners, and students in the fields of intelligent fault diagnosis, prognostics and health management, and deep learning.

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