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fault-diagnosis

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emadeldeen24 /TS-TCC

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

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

UpdatedMar 31, 2024
Python

hustcxl /Deep-learning-in-PHM

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

deep-learning health-management rul fault-diagnosis phm

UpdatedMar 24, 2021

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

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

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

UpdatedJun 18, 2025

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

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

cwru few-shot unbalanced-data fault-diagnosis wdcnn

UpdatedOct 10, 2022
Jupyter Notebook

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

A transfer learning fault diagnosis repository covering popular algorithms

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

UpdatedAug 6, 2024
Python

mingzhangPHD /Transfer-Learning-for-Fault-Diagnosis

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

transfer-learning fault-diagnosis

UpdatedDec 8, 2022
Python

iqiukp /KPCA-MATLAB

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

dimensionality-reduction kpca fault-detection fault-diagnosis

UpdatedFeb 21, 2022
MATLAB

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

基于注意力机制的少量样本故障诊断 pytorch

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

UpdatedJun 26, 2025
Python

emadeldeen24 /AdaTime

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

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

UpdatedJun 7, 2023
Python

HazeDT /DAGCN

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

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

UpdatedMay 6, 2021
Python

HazeDT /WaveletKernelNet

This is the code for WaveletKernelNet.

fault-diagnosis interpretable-deep-neural-network

UpdatedOct 10, 2024
Python

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

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

UpdatedMay 16, 2023
Python

Xiaohan-Chen /few-shot-fault-diagnosis

A few shot learning repository for bearing fault diagnosis.

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

UpdatedAug 3, 2023
Python

biswajitsahoo1111 /cbm_codes_open

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

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

UpdatedJan 5, 2025
Jupyter Notebook

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

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

meta-learning few-shot-learning fault-diagnosis

UpdatedJun 9, 2022
Python

petrobras /BibMon

Python package that provides predictive models for fault detection, soft sensing, and process condition monitoring.

machine-learning time-series scikit-learn neural-networks pca process-monitoring fault-detection process-systems-engineering soft-sensor fault-diagnosis echo-state-network

UpdatedJul 11, 2025
Python

monologuesmw /bearing-fault-diagnosis-cnn

Siamese network for bearing fault diagnosis

tensorflow siamese-neural-network bearing-fault-diagnosis fault-diagnosis

UpdatedJan 18, 2020
Python

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

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 Measurement, Aug. 2022. Techniques used: Wavelet Packet Transform (WPT) & Fast Fourier Transform (FFT). Application: vibration-based fault diagnosis.

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

UpdatedMay 16, 2024
Jupyter Notebook

liguge /EWSNet

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

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

UpdatedApr 24, 2025
Python

Yifei20 /Few-shot-Fault-Diagnosis-MAML

Implementation of the model-agnostic meta-learning framework on CWRU bearing fault dataset to address cross-domain few-shot fault diagnosis problem.

cross-domain few-shot model-agnostic-meta-learning fault-diagnosis trasfer-learning

UpdatedFeb 14, 2025
Python

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