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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

UpdatedDec 15, 2024

CHAOZHAO-1 /DG-PHM

This is a reposotory that includes paper、code and datasets about domain generalization-based fault diagnosis and prognosis. (基于领域泛化的故障诊断和预测)

benchmark transfer domain dataset diagnosis fault generalization prognosis phm

UpdatedMar 1, 2025

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

UpdatedSep 15, 2023
Python

kokikwbt /predictive-maintenance

Datasets for Predictive Maintenance

machine-learning automation time-series forecasting survival-analysis anomaly time-series-analysis time-to-event anomaly-detection industry-4 predictive-maintenance remaining-useful-life degradation condition-based-maintenance phm prognosis-and-health-management ai-engineering run-to-failure-models run-to-failure event-to-event

UpdatedDec 2, 2023
Jupyter Notebook

foryichuanqi /RESS-Paper-2022.09-Remaining-useful-life-prediction-by-TaFCN

The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of CMAPSS dataset. Signal selection, Attention mechanism, and Interpretability of deep learning are explored.

tensorflow keras fcn attention-mechanism interpretability phm cmapss remaining-useful-life-prediction

UpdatedFeb 18, 2023
Python

eleGAN23 /HyperNets

Hypercomplex Neural Networks with PyTorch

pytorch convolutional-neural-networks phc hypercomplex lightweight-neural-network efficient-neural-networks phm quaternion-neural-networks hypercomplex-neural-networks hypercomplex-algebra hypercomlpex-parameterization parameterize-neural-network lightweight-convolution hypercomplex-convolution parameterize-hypercomplex-layer

UpdatedDec 14, 2022
Python

ritu-thombre99 /RUL-Prediction

Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural networks and hybrid model which is combination of VAR with LSTM

random-forest linear-regression regression lstm-model logistic-regression regression-models lstm-neural-networks vector-autoregression rul remaining-useful-life phm phm-models

UpdatedOct 16, 2021
Jupyter Notebook

ericlrf /rul

remaining useful life, residual useful life, remaining life estimation, survival analysis, degradation models, run-to-failure models, condition-based maintenance, CBM, predictive maintenance, PdM, prognostics health management, PHM

survival-analysis pdm predictive-maintenance rul remaining-useful-life condition-monitoring cbm failure-prediction condition-based-maintenance prognostics phm rul-prediction remaining-life-estimation residual-useful-life degradation-models run-to-failure-models prognostics-health-management

UpdatedApr 6, 2021
Jupyter Notebook

foryichuanqi /ADVEI-Paper-2024.3-Degradation-path-approximation-for-remaining-useful-life-estimation

Remaining useful life prediction. Degradation path approximation (DPA) is a highly easy-to-understand and brand-new solution way for data-driven RUL prediction. Many research directions on DPA can be further studied.

data-driven degradation phm remaining-useful-life-prediction

UpdatedFeb 27, 2024
Python

hilinxinhui /battery_phm

Algorithms for Battery Mangerment System

thesis lib rul phm soh ai4science

UpdatedJan 16, 2024
Jupyter Notebook

holden-mcgorin /FastPHM

PHM预测框架，包括剩余使用寿命（RUL）预测、故障诊断，附带实验示例代码Remaining useful life (RUL) prediction and fault diagnosis framework, accompanied by experimental example code

diagnosis fault rul prognosis phm

UpdatedMar 5, 2025
Jupyter Notebook

adam-aalah /Feature-clustering-and-XAI-for-RUL-estimation

Feature clustering and XIA for RUL estimation

python machine-learning r deep-learning lstm remaining-useful-life explainable-ai xai c-mapss feature-clustering phm turbofan-engine rul-prediction remaining-useful-life-prediction

UpdatedFeb 7, 2024
Jupyter Notebook

zxuuuustupid /PRN

Proposed a deep learning PRN method for Beijing PHM conference.

deep-learning residual-networks fault-detection phm train-transmission-system

UpdatedMar 15, 2025
Python

YChuan1115 /RUL-in-PHM

UpdatedMay 3, 2018
Jupyter Notebook

YChuan1115 /Prognosis

UpdatedAug 15, 2018
Jupyter Notebook

sli1989 /CXL_Notes

Study Notes

UpdatedApr 18, 2020
Jupyter Notebook

minelabwot /minelabwot.github.io

Industrial AI Group @ School of Information and Communication Engineering, BUPT

team mainpage phm

UpdatedFeb 15, 2022

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