Deep learning models (RNN & LSTM & WaveNet) for predicting the remaining useful life of rolling element bearings using time series health indicators. Compares performance between different architectures for predictive maintenance applications.
☆34Feb 28, 2025Updated last year
Alternatives and similar repositories for bearing-rul-prediction
Users that are interested in bearing-rul-prediction are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- We have developed an innovative deep learning model, PSECNet, for the prediction of bearing Remaining Useful Life (RUL) on the IEEE 2012 …☆30Jul 7, 2024Updated 2 years ago
- ☆15Mar 5, 2025Updated last year
- Prediction of the remaining useful life of rolling bearings（PHM2012）☆18Apr 29, 2025Updated last year
- Code for the paper “Bearing Remaining Useful Life Prediction Method Based on Cross-Dimensional Dual-Temporal Attention Fusion (CBFAN)”, i…☆21Nov 30, 2025Updated 11 months ago
- This is the repository for my bachelor thesis on predicting Remaining Useful Lifetime of bearings.☆14Jul 19, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Predicting remaining useful life of rolling element bearings from vibration signals. 6 models benchmarked on XJTU-SY dataset with 15-fold…☆25Feb 11, 2026Updated 8 months ago
- This is a project for mechanical fault detection. The reason why it is called cute little bird may be because the eyesight of birds is pa…☆15Feb 2, 2024Updated 2 years ago
- Code for: RULSurv: A probabilistic survival-based method for early censoring-aware prediction of remaining useful life in ball bearings (…☆28Jan 16, 2026Updated 9 months ago
- ☆64Jan 18, 2026Updated 9 months ago
- Unified PHM framework for Remaining Useful Life (RUL) prediction, fault diagnosis, fault detection, and anomaly detection for bearings, t…☆86Nov 2, 2025Updated last year
- Paper-Reproduce: (Sensors-MDPI) Remaining Useful Life Prediction Method for Bearings Based on LSTM with Uncertainty Quantification☆34Mar 23, 2023Updated 3 years ago
- code of the paper "Reliability modeling and statistical analysis of accelerated degradation process with memory effects and unit-to-unit …☆13Jan 28, 2026Updated 9 months ago
- ☆15Aug 2, 2025Updated last year
- Leveraging multiple deep learning models for fault diagnosis☆55Dec 22, 2025Updated 10 months 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 novel digital twin-enabled three-stage feature imputation framework for non-contact intelligent fault diagnosis☆14Jan 8, 2026Updated 9 months 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
- An AI-based system utilizing Graph Neural Networks (GNNs) for real-time anomaly detection and fault diagnosis in spacecraft engines. It c…☆17Nov 4, 2024Updated 2 years ago
- A collection of datasets for RUL estimation as Lightning Data Modules.☆73Mar 26, 2026Updated 7 months ago
- The open-source code of "CS-SHAP: Extending SHAP to "SHapley Estimated Explanation (SHEP): A Fast post-hoc attribution method for interpr…☆18Jan 22, 2026Updated 9 months ago
- This code repository is the official code repository of paper "Spatiotemporal-Conditional Information Fusion Classifier-Free Guidance Rec…☆13Nov 21, 2025Updated 11 months ago
- ☆54Oct 19, 2026Updated 2 weeks ago
- This is the code for the KDD'25 paper, "Toward End-to-End Bearing Fault Diagnosis for Industrial Scenarios with Spiking Neural Networks."☆13Jan 8, 2026Updated 9 months ago
- 3 DoFs dynamic model of deep groove ball bearing on x, y and z rotation with outer ring fault.☆24May 16, 2025Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Machine learning-based vibration analysis system for early fault detection in industrial bearings using NASA's bearing dataset.☆17Feb 15, 2025Updated last year
- A novel approach for Remaining Useful Life (RUL) prediction, combining meta-learning, knowledge discovery, and Physics-Informed Neural Ne…☆25Apr 21, 2025Updated last year
- The open-source code of "CS-SHAP: Extending SHAP to Cyclic-Spectral Domain for Better Interpretability of Intelligent Fault Diagnosis".☆19Jul 12, 2025Updated last year
- MSIFT: A Novel End-to-End Mechanical Fault Diagnosis Framework under Limited & Imbalanced Data Using Multi-Source Information Fusion☆74Feb 26, 2025Updated last year
- A public repository containing the data and code for the paper "Explainable fault and severity classification for rolling element bearing…☆23Aug 30, 2025Updated last year
- A Gaussian distribution-based feature modeling and dynamic thresholding framework for open-set domain adaptation in fault diagnosis☆12Feb 19, 2025Updated last year
- to prediction the remain useful life of bearing based on 2012 PHM data☆328Jan 17, 2021Updated 5 years ago
- ☆15Oct 17, 2023Updated 3 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
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆44Dec 2, 2025Updated 11 months ago
- Code release for paper A novel framework for cross-machine rolling bearing fault detection with traceable diagnostic results☆12Oct 31, 2024Updated 2 years ago
- EAAI: A unified rotating machinery health management framework leveraging large language models for diverse components, conditions, and t…☆20Oct 10, 2025Updated last year
- ☆23Aug 11, 2025Updated last year
- This repository contains all the source code needed to reproduce the experiments or review the results obtained in the research paper "…☆14Dec 9, 2023Updated 2 years ago
- Remaining useful life prediction by Transformer-based Model☆60Aug 19, 2022Updated 4 years ago
- 有助于理清思路的问题☆11Jun 28, 2025Updated last year