Remaining Useful Life Prediction Using RNN/LSTM/GRU Neural Networks
☆151Jan 6, 2022Updated 4 years ago
Alternatives and similar repositories for Remaining-Useful-Life-Prediction-RNN
Users that are interested in Remaining-Useful-Life-Prediction-RNN are comparing it to the libraries listed below
Sorting:
- Code used in Thesis "Convolutional Recurrent Neural Networks for Remaining Useful Life Prediction in Mechanical Systems".☆85Dec 7, 2018Updated 7 years ago
- Deep learning in PHM，Deep learning in fault diagnosis，Deep learning in remaining useful life prediction☆480Mar 24, 2021Updated 4 years ago
- to prediction the remain useful life of bearing based on 2012 PHM data☆313Jan 17, 2021Updated 5 years ago
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆202Apr 6, 2024Updated last year
- Deep learning approach for estimation of Remaining Useful Life (RUL) of an engine☆247Oct 2, 2020Updated 5 years ago
- Using LSTM to predict Remaining Useful Life of CMAPSS Dataset☆93Nov 11, 2018Updated 7 years ago
- One model for RUL and fault prognostic prediction on XJTU bearing dataset☆101Aug 13, 2019Updated 6 years ago
- RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN☆133Nov 6, 2020Updated 5 years ago
- This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.☆217Jan 5, 2025Updated last year
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆54Nov 10, 2021Updated 4 years ago
- Reamain Useful Life Prediction of Bearing☆13Nov 22, 2022Updated 3 years ago
- ☆19Jun 20, 2022Updated 3 years ago
- Convolutional Neural Network based regression approach for estimating machinery's remaining useful life☆139Aug 11, 2019Updated 6 years ago
- Similarity matching based remaining useful life estimation☆29Apr 3, 2018Updated 7 years ago
- ☆64Jul 13, 2019Updated 6 years ago
- Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo…☆295Oct 26, 2021Updated 4 years ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆87Jun 19, 2023Updated 2 years ago
- PyTorch implementation of remaining useful life prediction with long-short term memories (LSTM), performing on NASA C-MAPSS data sets. Pa…☆175Jul 5, 2021Updated 4 years ago
- case study for remaining useful life estimation☆35Apr 15, 2024Updated last year
- Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estim…☆23May 9, 2022Updated 3 years ago
- ☆106Jan 26, 2024Updated 2 years ago
- Remain useful life prediction of rolling bearing.☆59Oct 30, 2020Updated 5 years ago
- Using knowledge-informed machine learning on the PRONOSTIA (FEMTO) and IMS bearing data sets. Predict remaining-useful-life (RUL).☆173Mar 17, 2023Updated 3 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆37Oct 9, 2023Updated 2 years ago
- Remaining useful life prediction by Transformer-based Model☆55Aug 19, 2022Updated 3 years ago
- ☆66Nov 30, 2020Updated 5 years ago
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆38Dec 2, 2025Updated 3 months ago
- Remaining useful life prediction for turbofan engine data (C-MAPSS)☆37Feb 14, 2020Updated 6 years ago
- The implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆28Mar 4, 2025Updated last year
- RUL Nasa Turbofan Dataset (paper)☆26May 14, 2020Updated 5 years ago
- ☆120Oct 15, 2020Updated 5 years ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆62Feb 18, 2023Updated 3 years ago
- ☆72Jan 17, 2021Updated 5 years ago
- A regression based approach to estimate the Remaining Useful Life (RUL) of a paper mill for a web break prediction problem.☆13May 5, 2022Updated 3 years ago
- Source codes for the paper "Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study"☆751Nov 20, 2021Updated 4 years ago
- PyTorch implementation of CNN for remaining useful life prediction. Inspired by Babu, G. S., Zhao, P., & Li, X. L. (2016, April). Deep co…☆102Jul 5, 2021Updated 4 years ago
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 2023Updated 2 years ago
- Predict remaining useful life of a component based on historical sensor observations using automated feature engineering☆234Jul 28, 2023Updated 2 years ago
- Remaining Useful Life (RUL) estimation of Lithium-ion batteries using deep LSTMs☆199Sep 19, 2023Updated 2 years ago