DatrikIntelligence / Stacked-DCNN-RUL-PHM21
Source code of the paper "A stacked DCNN to predict the RUL of a turbofan engine", third place ranked in the PHM21 data challenge.
☆75Updated last year
Related projects ⓘ
Alternatives and complementary repositories for Stacked-DCNN-RUL-PHM21
- Attention-based multihead model for optimized aircraft engine remaining useful life prediction☆45Updated 5 months ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆49Updated last year
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆89Updated last year
- ☆61Updated 3 years ago
- ☆49Updated last year
- Remaining Useful Life (RUL) prediction for Turbofan Engines☆26Updated 3 years ago
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆128Updated 7 months ago
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆52Updated last year
- Companion repository for the paper "Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision"…☆24Updated 2 years ago
- The code of DAST☆52Updated 2 years ago
- ☆79Updated 9 months ago
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆76Updated last year
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆43Updated 3 years ago
- RUL prediction for Turbofan Engine (CMAPSS dataset) using CNN☆105Updated 4 years ago
- remaining useful life, residual useful life, remaining life estimation, survival analysis, degradation models, run-to-failure models, con…☆26Updated 3 years ago
- Application of Transfer Learning for RUL Prediction☆24Updated 3 years ago
- Evolutionary Neural Architecture Search for Remaining Useful Life Prediction☆27Updated last year
- Remain useful life prediction of rolling bearing.☆47Updated 4 years ago
- Remaining useful life prediction for turbofan engine data (C-MAPSS)☆30Updated 4 years ago
- Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural n…☆26Updated 3 years ago
- Predict remaining useful life of a machine from it's historical data using CNN and LSTM☆28Updated 5 years ago
- case study for remaining useful life estimation☆23Updated 7 months ago
- given run to failure measurements of various sensors on a sample of similar jet engines, estimate the remaining useful life (RUL) of a ne…☆60Updated 5 years ago
- Estimating Remaining Useful Life of a Turbofan Jet Engine using NCMAPSS dataset☆22Updated last year
- Generalized Multiscale Feature Extraction for Remaining Useful Life Prediction of Bearings with Generative Adversarial Networks☆39Updated 2 years ago
- ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification☆28Updated 11 months ago
- Remaining useful life prediction by Transformer-based Model☆41Updated 2 years ago
- Remaining useful life prediction for N-CMAPSS dataset☆17Updated 2 years ago
- This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.☆167Updated last year
- Code used in Thesis "Convolutional Recurrent Neural Networks for Remaining Useful Life Prediction in Mechanical Systems".☆79Updated 5 years ago