Bayesian deep learning for remaining useful life estimation via Stein variational gradient descent
☆29Feb 5, 2024Updated 2 years ago
Alternatives and similar repositories for bdl-rul-svgd
Users that are interested in bdl-rul-svgd are comparing it to the libraries listed below
Sorting:
- Core codes for the paper ["A General Data-driven Framework for Remaining Useful Life Estimation with Uncertainty Quantification Using Spl…☆13Jan 17, 2024Updated 2 years ago
- Remaining useful life prediction of aero-engines via domain-invariant and -specific features under the scenarios of working-condition shi…☆13May 12, 2023Updated 2 years ago
- Conformal Prediction Intervals for Remaining Useful Lifetime Estimation (IJPHM 2023)☆20Jul 26, 2023Updated 2 years ago
- Bayesian Deep Learning for Remaining Useful Life Estimation of Machine Tool Components☆15Apr 26, 2022Updated 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 last month
- ☆16Aug 11, 2022Updated 3 years ago
- Code for the paper "Breaking the black box barrier: predicting remaining useful life under uncertainty from raw images with interpretable…☆13Feb 26, 2025Updated last year
- The implementation of Privacy-Preserving Adaptive Remaining Useful Life Prediction via Source-Free Domain Adaption in PyTorch.☆27Mar 4, 2025Updated last year
- A PyTorch implimentation of a conditional Dynamical Variational Autoencoder for remaining useful life estimation☆11Sep 20, 2023Updated 2 years ago
- Code for: RULSurv: A probabilistic survival-based method for early censoring-aware prediction of remaining useful life in ball bearings (…☆21Jan 16, 2026Updated last month
- Transformer implementation with PyTorch for remaining useful life prediction on turbofan engine with NASA CMAPSS data set. Inspired by Mo…☆24Jan 7, 2023Updated 3 years ago
- ☆17Apr 10, 2021Updated 4 years ago
- The implementation of Weighted Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction in PyTorch.☆37Oct 9, 2023Updated 2 years ago
- Rul prediction of lithium-ion batteries based on MMMe model，Details can be found in the paper “A MLP-Mixer and Mixture of Expert Model fo…☆25May 29, 2023Updated 2 years ago
- unofficial reproduction of: a transferable lithium-ion battery remaining useful life prediction method from cycle-consistency of degradat…☆21Aug 23, 2023Updated 2 years ago
- Mixup Domain Adaptations for Dynamic Remaining Useful Life Predictions☆38Dec 2, 2025Updated 3 months ago
- This project aims to propose a TCN-Based Bayesian neural nework that is used for remaining useful life prediction.☆22Jun 15, 2021Updated 4 years ago
- This code is for paper "KDnet-RUL: A knowledge distillation framework to compress deep neural networks for machine remaining learning use…☆18Mar 24, 2023Updated 2 years ago
- This is an official code of "Bi-LSTM based Two-Stream Network for Machine Remaining Useful Life Prediction"☆15Dec 19, 2023Updated 2 years ago
- Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estim…☆23May 9, 2022Updated 3 years ago
- A collection of unsupervised domain adaption algorithms for RUL estimation.☆39Apr 22, 2024Updated last year
- Pytorch implementation for Domain Adaptive Remaining Useful Life Prediction with Transformer☆83Jun 19, 2023Updated 2 years ago
- Variational encoding based on factorized temporal-channel fusion and feature fusion for interpretable remaining useful life prediction☆29May 19, 2024Updated last year
- 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 last year
- Paper-Reproduce: (Sensors-MDPI) Remaining Useful Life Prediction Method for Bearings Based on LSTM with Uncertainty Quantification☆30Mar 23, 2023Updated 2 years ago
- Code for Remaining Useful Life Prediction of Lithium-ion Batteries using Spatio-temporal Multimodal Attention Networks☆30May 31, 2024Updated last year
- Remaining Useful Life prediction with a Deep Self-Supervised Learning Approach☆23Jan 4, 2024Updated 2 years ago
- This repository is the implementation for the paper Supervised Contrastive Learning based Dual-Mixer Model for Remaining Useful Life Pred…☆25Nov 25, 2024Updated last year
- Bearing remaining useful life prediction using support vector machine and hybrid degradation tracking model - Implementation of Research …☆53Nov 10, 2021Updated 4 years ago
- Remaining useful life prediction by Transformer-based Model☆54Aug 19, 2022Updated 3 years ago
- Digital twin for reliability and predictive maintenance☆23Apr 21, 2025Updated 10 months ago
- Remaining useful life estimation of NASA turbofan jet engines using data driven approaches which include regression models, LSTM neural n…☆34Oct 16, 2021Updated 4 years ago
- ☆24Feb 4, 2023Updated 3 years ago
- A CNN-BiLSTM model for Li-ion battery state of health and remaining useful life prediction☆11Mar 25, 2024Updated last year
- Deep learning models (RNN & LSTM & WaveNet) for predicting the remaining useful life of rolling element bearings using time series health…☆28Feb 28, 2025Updated last year
- GLIN: Remaining useful life prediction based on fusion of global and local information (Transformer)☆33Oct 10, 2023Updated 2 years ago
- Graph Convolutional Network for RUL prediction with multi-sensor signals☆20Feb 12, 2023Updated 3 years ago
- Companion repository for the paper "Improving Semi-Supervised Learning for Remaining Useful Lifetime Estimation Through Self-Supervision"…☆27Jan 27, 2022Updated 4 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