Transfer learning for process fault diagnosis: Knowledge transfer from simulation to physical processes

Computers & Chemical Engineering ◽

10.1016/j.compchemeng.2020.106904 ◽

2020 ◽

Vol 139 ◽

pp. 106904 ◽

Cited By ~ 2

Author(s):

Weijun Li ◽

Sai Gu ◽

Xiangping Zhang ◽

Tao Chen

Keyword(s):

Fault Diagnosis ◽

Knowledge Transfer ◽

Transfer Learning ◽

Physical Processes ◽

Process Fault Diagnosis

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Entrepreneurs and Terrorists - Viruses of the Modern Economy; Rapid Knowledge Transfer, Learning and Adaptation

SSRN Electronic Journal ◽

10.2139/ssrn.1549614 ◽

2010 ◽

Author(s):

Allison Wylde

Keyword(s):

Knowledge Transfer ◽

Transfer Learning ◽

Modern Economy ◽

Learning And Adaptation

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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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Autoencoder embedded dictionary learning for nonlinear industrial process fault diagnosis

Journal of Process Control ◽

10.1016/j.jprocont.2021.02.002 ◽

2021 ◽

Vol 101 ◽

pp. 24-34

Author(s):

Yanxia Li ◽

Yi Chai ◽

Hongpeng Yin

Keyword(s):

Fault Diagnosis ◽

Dictionary Learning ◽

Industrial Process ◽

Process Fault Diagnosis

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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 ◽

Gear Fault Diagnosis

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A novel one‐dimensional convolutional neural network architecture for chemical process fault diagnosis

The Canadian Journal of Chemical Engineering ◽

10.1002/cjce.24087 ◽

2021 ◽

Author(s):

Xin Niu ◽

Xia Yang

Keyword(s):

Neural Network ◽

Fault Diagnosis ◽

Convolutional Neural Network ◽

Network Architecture ◽

Chemical Process ◽

Neural Network Architecture ◽

One Dimensional ◽

Process 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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