Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions (PHME24)
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Updated
Jul 1, 2024 - Jupyter Notebook
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions (PHME24)
CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
锂电池数据集 CALCE
Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries
A collection of datasets for RUL estimation as Lightning Data Modules.
This is a repository of sample codes and implementation framework for industrial machine predictive maintenance tasks using deep learning models.
Remaining Useful Life estimation and sensor data generation by VAE and diffusion model on C-MAPSS dataset.
SIREN Scalable, Isotropic Recursive Column Multimodal Neural Architecture with Device State Recognition Use-Case
Analysis for NASA data sets
Heat loss, corrosion diagnostics, and predictive maintenance of pipeline systems. The package is designed for engineers who are involved in exploratory or routine calculations.
A collection of unsupervised domain adaption algorithms for RUL estimation.
Multimodal Isotropic Neural Architecture with Patch Embedding to both time series and image data for classification purposes.
Expandable Isotropic Multimodal Patch Learning Neural Architecture for the Nano-modal (9) time-series and images data.
Remaining Useful Life (RUL) prediction of Multi-Stiffener composite Panels from Single-Stiffener Panels histories using SVR and LSTM
Feature clustering and XIA for RUL estimation
Bayesian deep learning for remaining useful life estimation via Stein variational gradient descent
Datasets for Predictive Maintenance
This project uses Transformer-based RNN model to predict the remaining useful life (RUL) of turbo fan jet engines using NASA's C-MAPSS simulated sensor data.
Tensorflow implementation of a Kalman-DVAE for remaining useful life estimation on the CMAPSS dataset
A PyTorch implimentation of a conditional Dynamical Variational Autoencoder for remaining useful life estimation
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