ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification
☆31Dec 5, 2023Updated 2 years ago
Alternatives and similar repositories for NASA-Jet-Engine-Maintenance
Users that are interested in NASA-Jet-Engine-Maintenance are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Multi-Objective Optimization of ELM for RUL Prediction☆15Jun 1, 2022Updated 4 years ago
- Remaining Useful Life (RUL) prediction for Turbofan Engines☆31Nov 16, 2021Updated 4 years ago
- This project uses Transformer-based RNN model to predict the remaining useful life (RUL) of turbo fan jet engines using NASA's C-MAPSS si…☆14Nov 17, 2023Updated 2 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆124Apr 11, 2023Updated 3 years ago
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆53Apr 18, 2023Updated 3 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆124Apr 13, 2023Updated 3 years ago
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆72Feb 18, 2023Updated 3 years ago
- A Digital Twin prototype for aircraft engine health management in order to identify possible faults and to predict its remaining useful l…☆17Feb 9, 2025Updated last year
- Python code “Jupyter notebooks” for the paper entitled " Similarity-Based Predictive Maintenance Framework for Rotating Machinery" has be…☆12Feb 3, 2023Updated 3 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆45Apr 22, 2024Updated 2 years ago
- Showcase how machine learning can help plant operator monitor equipment condition through correctly analyzing measurement data collected …☆10Apr 6, 2021Updated 5 years ago
- Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo…☆313Oct 26, 2021Updated 5 years ago
- This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.☆221Jan 5, 2025Updated last year
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆50Apr 14, 2025Updated last year
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- A fault diagnosis method for rotating machinery based on CNN with mixed information☆35Oct 19, 2023Updated 3 years ago
- Use auto encoder feature extraction to facilitate classification model prediction accuracy using gradient boosting models☆11Apr 14, 2023Updated 3 years ago
- collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset☆154Jan 24, 2021Updated 5 years ago
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆222Apr 6, 2024Updated 2 years ago
- Remaining useful life prediction for N-CMAPSS dataset☆20Mar 11, 2022Updated 4 years ago
- ☆14Apr 22, 2026Updated 6 months ago
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 2023Updated 3 years ago
- Prediction of Remaining Useful Life under both centralised and federated learning environments, using the FD001 - FD004 Turbofan Engine D…☆12Aug 31, 2022Updated 4 years ago
- Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural n…☆35Oct 16, 2021Updated 5 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A collection of datasets for RUL estimation as Lightning Data Modules.☆73Mar 26, 2026Updated 7 months ago
- Source code, CNN model and examples for the proceedings paper: CNN based powder bed monitoring and anomaly detection for the selective la…☆10Dec 1, 2021Updated 4 years ago
- RUL Nasa Turbofan Dataset (paper)☆26May 14, 2020Updated 6 years ago
- Django IMDb Catalogue - Partial Search☆15Feb 22, 2024Updated 2 years ago
- Variational encoding based on factorized temporal-channel fusion and feature fusion for interpretable remaining useful life prediction☆28May 19, 2024Updated 2 years ago
- An artificial neural network (ANN) based method is developed for achieving more accurate remaining useful life prediction of Lithium Ion …☆16Sep 19, 2022Updated 4 years ago
- Repository for the paper "multiscale coupling of surface temperature with solid diffusion in large lithium-ion pouch cells"☆16Nov 3, 2023Updated 3 years ago
- Code used in Thesis "Convolutional Recurrent Neural Networks for Remaining Useful Life Prediction in Mechanical Systems".☆87Dec 7, 2018Updated 7 years ago
- In this project, high dimensional noisy data collected from thousands of trucks during the course of 4 years was compressed using Artific…☆16Sep 29, 2020Updated 6 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Predictive Maintenance avoids the drawbacks of Preventive Maintenance (under utilization of a part's life) and Reactive Maintenance (unsc…☆17Apr 25, 2022Updated 4 years ago
- A Dual-View Network For Imbalanced Fault Diagnosis of Rotating Machinery☆11Aug 29, 2023Updated 3 years ago
- Simulation of utility tokens for trading renewable energy in urban slum communities. Agent-based model (ABM)☆12Sep 22, 2018Updated 8 years ago
- A Framework for Remaining Useful Life Prediction Based on Self-Attention and Physics-Informed Neural Networks☆162Jan 28, 2024Updated 2 years ago
- This research project will illustrate the use of machine learning and deep learning for predictive analysis in industry 4.0.☆148Jul 11, 2021Updated 5 years ago
- An econometrics vector autoregression model (VAR) for analysis of multivariate time series of macroeconomics phenomena. Python Jupyter no…☆17Jul 2, 2021Updated 5 years ago
- This is the code for battery RUL early prediction☆35Nov 12, 2021Updated 4 years ago