Towards Intelligent Fault Diagnosis under Small Sample Condition via A Signals Augmented Semi-supervised Learning Framework

2020 IEEE 18th International Conference on Industrial Informatics (INDIN) ◽

10.1109/indin45582.2020.9442224 ◽

2020 ◽

Author(s):

Tianci Zhang ◽

Jinglong Chen ◽

Tongyang Pan ◽

Zitong Zhou

Keyword(s):

Fault Diagnosis ◽

Supervised Learning ◽

Small Sample ◽

Intelligent Fault Diagnosis ◽

Learning Framework

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A Small Sample Focused Intelligent Fault Diagnosis Scheme of Machines via Multi-modules Learning with Gradient Penalized Generative Adversarial Networks

IEEE Transactions on Industrial Electronics ◽

10.1109/tie.2020.3028821 ◽

2020 ◽

pp. 1-1 ◽

Author(s):

Tianci Zhang ◽

Jinglong Chen ◽

Fudong Li ◽

Tongyang Pan ◽

Shuilong He

Keyword(s):

Fault Diagnosis ◽

Small Sample ◽

Generative Adversarial Networks ◽

Intelligent Fault Diagnosis ◽

Adversarial Networks

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A Generative Adversarial Network-Based Intelligent Fault Diagnosis Method for Rotating Machinery Under Small Sample Size Conditions

IEEE Access ◽

10.1109/access.2019.2947194 ◽

2019 ◽

Vol 7 ◽

pp. 149736-149749 ◽

Author(s):

Yu Ding ◽

Liang Ma ◽

Jian Ma ◽

Chao Wang ◽

Chen Lu

Keyword(s):

Fault Diagnosis ◽

Sample Size ◽

Small Sample Size ◽

Rotating Machinery ◽

Small Sample ◽

Intelligent Fault Diagnosis ◽

Generative Adversarial Network ◽

Adversarial Network ◽

Diagnosis Method

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Towards Small Sample Challenge in Intelligent Fault Diagnosis: Attention Weighted Multi-depth Feature Fusion Net with Signals Augmentation

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3134999 ◽

2021 ◽

pp. 1-1

Author(s):

Tianci Zhang ◽

Shuilong He ◽

Jinglong Chen ◽

Tongyang Pan ◽

Zitong Zhou

Keyword(s):

Fault Diagnosis ◽

Feature Fusion ◽

Small Sample ◽

Intelligent Fault Diagnosis ◽

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Supervised-Learning-Based Intelligent Fault Diagnosis for Mechanical Equipment

IEEE Access ◽

10.1109/access.2021.3104189 ◽

2021 ◽

pp. 1-1

Author(s):

Geonkyo Hong ◽

Dongjun Suh

Keyword(s):

Fault Diagnosis ◽

Supervised Learning ◽

Mechanical Equipment ◽

Intelligent Fault Diagnosis

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RESEARCH ON FAULT DIAGNOSIS WITH SMALL SAMPLE FOR PLANETARY GEAR SYSTEM WITH SEMI-SUPERVISED LEARNING AND DBN ALGORITHM

The 8th International Symposium on Test Automation & Instrumentation (ISTAI 2020) ◽

10.1049/icp.2021.1305 ◽

2021 ◽

Author(s):

C. Ma ◽

L. Song ◽

S. Wang ◽

Z. Yang

Keyword(s):

Fault Diagnosis ◽

Supervised Learning ◽

Planetary Gear ◽

Small Sample ◽

Gear System ◽

Planetary Gear System

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Comparison of Several Common Intelligent Fault Diagnosis Knowledge-Based Method under Nonlinear Small Sample Conditions

2016 8th International Conference on Information Technology in Medicine and Education (ITME) ◽

10.1109/itme.2016.0035 ◽

2016 ◽

Author(s):

Zhu Ning

Keyword(s):

Fault Diagnosis ◽

Small Sample ◽

Intelligent Fault Diagnosis ◽

Knowledge Based

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A Two-Stage Semi-Supervised Learning Framework for Fault Diagnosis of Rotating Machinery

IEEE Transactions on Instrumentation and Measurement ◽

10.1109/tim.2021.3091489 ◽

2021 ◽

pp. 1-1

Author(s):

Xiaoyin Nie ◽

Gang Xie

Keyword(s):

Fault Diagnosis ◽

Supervised Learning ◽

Rotating Machinery ◽

Two Stage ◽

Learning Framework

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Intelligent fault diagnosis under small sample size conditions via Bidirectional InfoMax GAN with unsupervised representation learning

Knowledge-Based Systems ◽

10.1016/j.knosys.2021.107488 ◽

2021 ◽

pp. 107488

Author(s):

Shen Liu ◽

Jinglong Chen ◽

Shuilong He ◽

Enyong Xu ◽

Haixin Lv ◽

...

Keyword(s):

Fault Diagnosis ◽

Sample Size ◽

Small Sample Size ◽

Representation Learning ◽

Small Sample ◽

Intelligent Fault Diagnosis

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A consistency regularization based semi-supervised learning approach for intelligent fault diagnosis of rolling bearing

Measurement ◽

10.1016/j.measurement.2020.107987 ◽

2020 ◽

Vol 165 ◽

pp. 107987 ◽

Author(s):

Kun Yu ◽

Hui Ma ◽

Tian Ran Lin ◽

Xiang Li

Keyword(s):

Fault Diagnosis ◽

Supervised Learning ◽

Rolling Bearing ◽

Learning Approach ◽

Intelligent Fault Diagnosis

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A multi-module generative adversarial network augmented with adaptive decoupling strategy for intelligent fault diagnosis of machines with small sample

Knowledge-Based Systems ◽

10.1016/j.knosys.2021.107980 ◽

2021 ◽

pp. 107980

Author(s):

Kaiyu Zhang ◽

Qiang Chen ◽

Jinglong Chen ◽

Shuilong He ◽

Fudong Li ◽

...

Keyword(s):

Fault Diagnosis ◽

Small Sample ◽

Intelligent Fault Diagnosis ◽

Generative Adversarial Network ◽

Adversarial Network

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