Performance Analysis and Enhancement of Deep Convolutional Neural Network

Convolutional neural network has been widely investigated for machinery condition monitoring, but its performance is highly affected by the learning of input signal representation and model structure. To address these issues, this paper presents a comprehensive deep convolutional neural network (DCN...

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Veröffentlicht in:	Business & Information Systems Engineering 2019-06, Vol.61 (3), p.311-326
Hauptverfasser:	Wang, Jinjiang, Ma, Yulin, Huang, Zuguang, Xue, Ruijuan, Zhao, Rui
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Analysis Artificial neural networks Computing time Frequency domain analysis Gearboxes Kernel functions Machinery Machinery and equipment Machinery condition monitoring Magneto-electric machines Neural networks Performance evaluation Representations
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