Research on Fault Diagnosis Based on transfer learning and fault sensitivity analysis

Mapping Intimacies ◽

10.1109/phm-nanjing52125.2021.9613120 ◽

2021 ◽

Author(s):

Guanghao Ren ◽

Nan Yang ◽

Guigang Zhang ◽

Jian Wang

Keyword(s):

Sensitivity Analysis ◽

Fault Diagnosis ◽

Transfer Learning ◽

Fault Sensitivity

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Deep transfer learning with limited data for machinery fault diagnosis

Applied Soft Computing ◽

10.1016/j.asoc.2021.107150 ◽

2021 ◽

Vol 103 ◽

pp. 107150

Author(s):

Te Han ◽

Chao Liu ◽

Rui Wu ◽

Dongxiang Jiang

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Limited Data ◽

Machinery Fault Diagnosis

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A Bearing Fault Diagnosis Method Based on L1 Regularization Transfer Learning and LSTM Deep Learning

2021 IEEE International Conference on Information Communication and Software Engineering (ICICSE) ◽

10.1109/icicse52190.2021.9404081 ◽

2021 ◽

Author(s):

Daiie Zhu ◽

Xudong Song ◽

Jie Yang ◽

Yuyang Cong ◽

Lijuan Wang

Keyword(s):

Deep Learning ◽

Fault Diagnosis ◽

Transfer Learning ◽

Bearing Fault ◽

Bearing Fault Diagnosis ◽

L1 Regularization ◽

Diagnosis Method

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Mechanical Fault Diagnosis based on Dual-tree Complex Wavelet Packet Time-frequency Distribution and Residual Network Transfer Learning

2020 IEEE 5th International Conference on Signal and Image Processing (ICSIP) ◽

10.1109/icsip49896.2020.9339288 ◽

2020 ◽

Author(s):

Dinghai Wu ◽

Ren Guoquan ◽

Fan Hongbo ◽

Xiaolei Li

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Frequency Distribution ◽

Wavelet Packet ◽

Residual Network ◽

Time Frequency ◽

Complex Wavelet ◽

Time Frequency Distribution

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A KLIEP-based Transfer Learning Model for Gear Fault Diagnosis under Varying Working Conditions

2020 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD) ◽

10.1109/icsmd50554.2020.9261691 ◽

2020 ◽

Author(s):

Chao Chen ◽

Fei Shen ◽

Zhaoyan Fan ◽

Robert X. Gao ◽

Ruqiang Yan

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Working Conditions ◽

Learning Model ◽

Gear Fault Diagnosis

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SCA-SVM Fault Diagnosis of Analog Circuits Based on Transfer Learning

2021 IEEE 10th Data Driven Control and Learning Systems Conference (DDCLS) ◽

10.1109/ddcls52934.2021.9455518 ◽

2021 ◽

Author(s):

Danlu Yu ◽

Aihua Zhang ◽

Wei Mu

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Analog Circuits

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Transfer Learning Method for Bearing Fault Diagnosis Based on Fully Convolutional Conditional Wasserstein Adversarial Networks

Measurement ◽

10.1016/j.measurement.2021.109553 ◽

2021 ◽

pp. 109553

Author(s):

Yong zhi Liu ◽

Ke ming Shi ◽

Zhi xuan Li ◽

Guo fu Ding ◽

Yi sheng Zou

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Learning Method ◽

Bearing Fault ◽

Bearing Fault Diagnosis ◽

Adversarial Networks

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Bearing Fault Diagnosis Based on BP Neural Network and Transfer Learning

Journal of Physics Conference Series ◽

10.1088/1742-6596/1881/2/022084 ◽

2021 ◽

Vol 1881 (2) ◽

pp. 022084

Author(s):

Ningbo Zhang ◽

Yawei Li ◽

Xingbo Yang ◽

Junhao Zhang

Keyword(s):

Neural Network ◽

Fault Diagnosis ◽

Transfer Learning ◽

Bp Neural Network ◽

Bearing Fault ◽

Bearing Fault Diagnosis

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Intelligent Fault Diagnosis for Bearing Dataset Using Adversarial Transfer Learning based on Stacked Auto-Encoder

Procedia Manufacturing ◽

10.1016/j.promfg.2020.06.014 ◽

2020 ◽

Vol 49 ◽

pp. 75-80

Author(s):

Jipu Li ◽

Ruyi Huang ◽

Weihua Li

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Intelligent Fault Diagnosis

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A Transfer Learning Based Unmanned Aerial Vehicle MEMS Inertial Sensors Fault Diagnosis Method

Journal of Physics Conference Series ◽

10.1088/1742-6596/1852/4/042084 ◽

2021 ◽

Vol 1852 (4) ◽

pp. 042084

Author(s):

Tong Gao ◽

Wei Sheng ◽

Yanzhao Yin ◽

Xuejie Du

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Unmanned Aerial Vehicle ◽

Inertial Sensors ◽

Aerial Vehicle ◽

Diagnosis Method

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Joint adaptive transfer learning network for cross-domain fault diagnosis based on multi-layer feature fusion

Neurocomputing ◽

10.1016/j.neucom.2021.11.005 ◽

2021 ◽

Author(s):

Yimin Jiang ◽

Tangbin Xia ◽

Dong Wang ◽

Kaigan Zhang ◽

Lifeng Xi

Keyword(s):

Fault Diagnosis ◽

Transfer Learning ◽

Feature Fusion ◽

Learning Network ◽

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