Cavitation intensity recognition for high-speed axial piston pumps using 1-D convolutional neural networks with multi-channel inputs of vibration signals

Raising rotational speed is an effective way to improve power density of axial piston pumps, but high rotational speed tends to cause undesirable cavitation in the pump. Although some machine learning methods have been successfully applied to detect the cavitation with high accuracy, these conventio...

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Detaylı Bibliyografya

Asıl Yazarlar:	Qun Chao, Jianfeng Tao, Xiaoliang Wei, Yuanhang Wang, Linghui Meng, Chengliang Liu
Materyal Türü:	Artigo
Dil:	Inglês
Baskı/Yayın Bilgisi:	Elsevier 2020-12-01
Seri Bilgileri:	Alexandria Engineering Journal
Konular:	Axial piston pump Cavitation Vibration 1-D convolutional neural network Multi-channel inputs Anti-noise
Online Erişim:	http://www.sciencedirect.com/science/article/pii/S1110016820303768
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