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Deep-learning-in-PHM hustcxl

101

377

mit

13

Deep learning in PHM，Deep learning in fault diagnosis，Deep learning in remaining useful life prediction

phm rul deep-learning fault-diagnosis health-management

Created 2019-11-01

88 commits to master branch, last one 3 years ago

TS-TCC emadeldeen24

95

319

mit

4

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

eeg epilepsy temporal contextual time-series deep-learning fault-diagnosis machine-learning transfer-learning epileptic-seizures contrastive-learning unsupervised-learning representation-learning human-activity-recognition sleep-stage-classification

Created 2021-05-18

36 commits to main branch, last one 2 months ago

Limited-Data-Rolling-Bearing-Fault-Diagnosis-with-Few-shot-Learning SNBQT

43

270

unknown

5

This is the corresponding repository of paper Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning

cwru wdcnn few-shot fault-diagnosis unbalanced-data

Created 2019-08-24

11 commits to master branch, last one about a year ago

TL-Bearing-Fault-Diagnosis Feaxure-fresh

26

252

unknown

4

Bearing Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization

fault-diagnosis domain-adaptation transfer-learning domain-generalization

Created 2022-04-13

261 commits to main branch, last one 18 days ago

Journals-of-Prognostics-and-Health-Management liguge

34

229

unknown

6

智能故障诊断和寿命预测期刊（Journals of Intelligent Fault Diagnosis and Remaining Useful Life）

phm deep-learning fault-diagnosis machine-learning artificial-intelligence intelligent-fault-diagnosis prognostics-and-health-management

Created 2022-06-16

162 commits to gh-pages branch, last one 19 days ago

KPCA-MATLAB iqiukp

82

219

unknown

10

MATLAB code for dimensionality reduction, feature extraction, fault detection, and fault diagnosis using Kernel Principal Component Analysis (KPCA).

kpca fault-detection fault-diagnosis dimensionality-reduction

Created 2018-11-09

105 commits to master branch, last one 2 years ago

Transfer-Learning-for-Fault-Diagnosis mingzhangPHD

45

201

unknown

3

This repository is for the transfer learning or domain adaptive with fault diagnosis.

fault-diagnosis transfer-learning

Created 2019-06-11

51 commits to master branch, last one 2 years ago

Fault-diagnosis-for-small-samples-based-on-attention-mechanism liguge

10

170

unknown

2

基于注意力机制的少量样本故障诊断 pytorch

phm small-sample deep-learning fault-diagnosis machine-learning intelligent-fault-diagnosis

Created 2021-07-05

108 commits to main branch, last one 8 months ago

AdaTime emadeldeen24

19

156

mit

4

[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data

eeg cdan dann dsan homm pytorch deep-coral time-series deep-learning fault-detection fault-diagnosis domain-adaptation transfer-learning human-activity-recognition sleep-stage-classification unsupervised-domain-adaptation

Created 2022-03-17

103 commits to adatime_v2 branch, last one 11 months ago

transfer-learning-fault-diagnosis-pytorch Xiaohan-Chen

26

125

unknown

3

A transfer learning fault diagnosis repository covering popular algorithms

few-shot fault-diagnosis domain-adaptation transfer-learning

Created 2022-11-03

19 commits to main branch, last one 16 days ago

DAGCN HazeDT

31

109

unknown

1

This code is about the implementation of Domain Adversarial Graph Convolutional Network for Fault Diagnosis Under Variable Working Conditions.

fault-diagnosis domain-adaptation graph-convolutional-network variable-working-conditions

Created 2021-03-11

21 commits to main branch, last one 3 years ago

WaveletKernelNet HazeDT

25

81

unknown

1

This is the code for WaveletKernelNet.

fault-diagnosis interpretable-deep-neural-network

Created 2020-04-09

25 commits to master branch, last one 3 years ago

cbm_codes_open biswajitsahoo1111

32

80

mit

4

This repository contains data and code that implement common machine learning algorithms for machinery condition monitoring task.

cwru deep-learning fault-diagnosis machine-learning condition-monitoring bearing-fault-diagnosis machinery-condition-monitoring

Created 2019-04-18

191 commits to master branch, last one 10 months ago

1D-Grad-CAM-for-interpretable-intelligent-fault-diagnosis liguge

15

80

unknown

4

智能故障诊断中一维类梯度激活映射可视化展示 1D-Grad-CAM for interpretable intelligent fault diagnosis

deep-learning fault-diagnosis

Created 2021-04-30

101 commits to main branch, last one about a year ago

Few-shot-Learning-for-Fault-Diagnosis mingzhangPHD

14

71

unknown

1

This repository is for the Few-shot Learning for the fault diagnosis of large industrial equipment.

meta-learning fault-diagnosis few-shot-learning

Created 2021-01-30

11 commits to main branch, last one about a year ago

EWSNet liguge

5

50

unknown

2

Physics-informed Interpretable Wavelet Weight Initialization and Balanced Dynamic Adaptive Threshold for Intelligent Fault Diagnosis of Rolling Bearings pytorch

fault diagnosis fault-diagnosis wavelet-weight-initialization normalization-activation-mapping balanced-dynamic-adaptive-threshold

Created 2023-02-21

66 commits to main branch, last one 18 days ago

Vibration-Based-Fault-Diagnosis-with-Low-Delay Western-OC2-Lab

15

47

mit

2

Python codes “Jupyter notebooks” for the paper entitled "A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System Delay, IEEE Trans. on Instrumentation and Meas...

industry-4 fault-detection fault-diagnosis wavelet-analysis fourier-transform signal-processing vibration-analysis smart-manufacturing signal-decomposition industrial-automation predictive-maintenance

Created 2022-08-11

54 commits to main branch, last one 15 days ago

FaultDiagnosisOptimizerBenchmark junior209lsj

1

42

mit

1

Benchmark code for optimizers of bearing fault diagnosis. This code provides moduled features of data download, preprocessing, training, and logging.

optimizer deep-learning fault-diagnosis health-monitoring optimization-benchmark bearing-fault-diagnosis

Created 2023-05-04

21 commits to main branch, last one 9 months ago

few-shot-fault-diagnosis Xiaohan-Chen

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40

unknown

2

A few shot learning repository for bearing fault diagnosis.

few-shot fault-diagnosis few-shot-learning transfer-learning prototypical-networks

Created 2022-11-03

18 commits to main branch, last one 10 months ago