A deep convolutional neural networks model for intelligent fault diagnosis of a gearbox under different operational conditions
作者： Guangqi Qiu , Yingkui Gu , Quan Cai
DOI: 10.1016/J.MEASUREMENT.2019.05.057
关键词:
摘要: … of the gear, and the identification accuracy is increased by … functions of the input and internal weights. The gradient calculation … , and the accuracy is given as(19) Accuracy = Number of …
sci-hub.se 参考文章(42)
Zhixiong Li, Z Peng, A new nonlinear blind source separation method with chaos indicators for decoupling diagnosis of hybrid failures: A marine propulsion gearbox case with a large speed variation Chaos Solitons & Fractals. ,vol. 89, pp. 27- 39 ,(2016) , 10.1016/J.CHAOS.2015.09.023
Łukasz Jedliński, Józef Jonak, Early fault detection in gearboxes based on support vector machines and multilayer perceptron with a continuous wavelet transform soft computing. ,vol. 30, pp. 636- 641 ,(2015) , 10.1016/J.ASOC.2015.02.015
Gang Cheng, Yu-long Cheng, Li-hua Shen, Jin-bo Qiu, Shuai Zhang, Gear fault identification based on Hilbert–Huang transform and SOM neural network Measurement. ,vol. 46, pp. 1137- 1146 ,(2013) , 10.1016/J.MEASUREMENT.2012.10.026
Yaguo Lei, Jing Lin, Ming J. Zuo, Zhengjia He, Condition monitoring and fault diagnosis of planetary gearboxes: A review Measurement. ,vol. 48, pp. 292- 305 ,(2014) , 10.1016/J.MEASUREMENT.2013.11.012
Fafa Chen, Baoping Tang, Renxiang Chen, A novel fault diagnosis model for gearbox based on wavelet support vector machine with immune genetic algorithm Measurement. ,vol. 46, pp. 220- 232 ,(2013) , 10.1016/J.MEASUREMENT.2012.06.009
Rui Jiang, Jing Yu, Viliam Makis, Optimal Bayesian estimation and control scheme for gear shaft fault detection Computers & Industrial Engineering. ,vol. 63, pp. 754- 762 ,(2012) , 10.1016/J.CIE.2012.04.015
Kunihiko Fukushima, Sei Miyake, Neocognitron: A new algorithm for pattern recognition tolerant of deformations and shifts in position Pattern Recognition. ,vol. 15, pp. 455- 469 ,(1982) , 10.1016/0031-3203(82)90024-3
Yaguo Lei, Ming J. Zuo, Gear crack level identification based on weighted K nearest neighbor classification algorithm Mechanical Systems and Signal Processing. ,vol. 23, pp. 1535- 1547 ,(2009) , 10.1016/J.YMSSP.2009.01.009
Yann LeCun, Bernhard Boser, John S Denker, Donnie Henderson, Richard E Howard, Wayne Hubbard, Lawrence D Jackel, None, Backpropagation applied to handwritten zip code recognition Neural Computation. ,vol. 1, pp. 541- 551 ,(1989) , 10.1162/NECO.1989.1.4.541
G. Betta, A. Pietrosanto, Instrument fault detection and isolation: state of the art and new research trends instrumentation and measurement technology conference. ,vol. 49, pp. 483- 489 ,(1998) , 10.1109/IMTC.1998.679833