ML Approaches for RUL Prediction, Anomaly Detection, Survival Analysis and Failure Classification
☆30Dec 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 3 years ago
- Remaining Useful Life (RUL) prediction for Turbofan Engines☆29Nov 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
- N-CMAPSS data preparation for Machine Learning and Deep Learning models. (Python source code for new CMAPSS dataset)☆116Apr 13, 2023Updated 3 years ago
- RUL prediction for C-MAPSS dataset, reproduction of this paper: https://personal.ntu.edu.sg/xlli/publication/RULAtt.pdf☆120Apr 11, 2023Updated 3 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- The source code of paper: Trend attention fully convolutional network for remaining useful life estimation in the turbofan engine PHM of …☆66Feb 18, 2023Updated 3 years ago
- Evolutionary Neural Architecture Search on Transformers for RUL Prediction☆52Apr 18, 2023Updated 3 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆42Apr 22, 2024Updated 2 years ago
- A Digital Twin prototype for aircraft engine health management in order to identify possible faults and to predict its remaining useful l…☆15Feb 9, 2025Updated last year
- Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo…☆304Oct 26, 2021Updated 4 years ago
- Illustrating a typical Predictive Maintenance use case in an Industrial IoT Scenario. By using Statistical Modelling and Data Visualizati…☆29May 2, 2022Updated 4 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 5 years ago
- collection of predictive maintenance solutions for NASAs turbofan (CMAPSS) dataset☆148Jan 24, 2021Updated 5 years ago
- Implementation of GCU-Transformer for RUL Prediction on CMAPSS☆50Apr 14, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- A fault diagnosis method for rotating machinery based on CNN with mixed information☆35Oct 19, 2023Updated 2 years ago
- This repository contains code that implement common machine learning algorithms for remaining useful life (RUL) prediction.☆219Jan 5, 2025Updated last year
- A framework to implement Machine Learning methods for time series data.☆18Mar 24, 2023Updated 3 years ago
- Explore, compare and develop autoencoder models with a back-end agnostic framework☆23Oct 10, 2025Updated 7 months ago
- Application of machine/deep learning models & algorithms in the energy sector☆17Feb 18, 2024Updated 2 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 4 years ago
- remaining Useful Life (RUL) Prediction of Mechanical Bearings using Continuous Wavelet Transform (CWT), Convolution Neural Network (CNN),…☆216Apr 6, 2024Updated 2 years ago
- A collection of datasets for RUL estimation as Lightning Data Modules.☆66Mar 26, 2026Updated 2 months ago
- Baseline study on the development of predictive maintenance techniques using open data. Two problems are discussed: classifying a vibrati…☆21Jun 10, 2021Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Python codes “Jupyter notebooks” for the paper entitled "A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings…☆98May 16, 2024Updated 2 years ago
- Digital twin for reliability and predictive maintenance☆25Apr 21, 2025Updated last year
- Curated list of predictive maintenance research and repositories.☆19Aug 2, 2019Updated 6 years ago
- Multivariate time series Vector Autoregression Model (VAR) on real world GDP and DPI (and some other indexes). Bayesian Structured Time S…☆13Aug 16, 2022Updated 3 years ago
- Source Code for 'Spring Cloud Data Flow' by Felipe Gutierrez☆13Jan 7, 2021Updated 5 years ago
- Code repository for the book 'Machine Learning in Python for Process and Equipment Condition Monitoring, and Predictive Maintenance'☆26Apr 25, 2024Updated 2 years ago
- This repository holds the results of a project on Remaining Useful Lifetime estimation of a turbofan engine for a course of Delft Univers…☆13Jan 18, 2018Updated 8 years ago
- ProFeld: survival analysis, predictive maintenance, churn analysis, and remaining useful life prediction in Python☆23Mar 17, 2023Updated 3 years ago
- PyTorch Implementation of "Understanding and Learning Discriminant Features based on Multiattention 1DCNN for Wheelset Bearing Fault Diag…☆35Sep 26, 2023Updated 2 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 2023Updated 2 years ago
- RUL Nasa Turbofan Dataset (paper)☆26May 14, 2020Updated 6 years ago
- Remaining Useful Life prediction with a Deep Self-Supervised Learning Approach☆24Mar 14, 2026Updated 2 months ago
- Django IMDb Catalogue - Partial Search☆16Feb 22, 2024Updated 2 years 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
- A simple program to implement the Symplectic geometry mode decomposition (SGMD), including python and matlab versions.☆32Mar 15, 2023Updated 3 years ago
- Documentation and code for predictive maintenance data and assess scripts.☆12Jun 8, 2023Updated 2 years ago