Light

tjdhg456 / rul-rve-pytorch Goto Github PK

View Code? Open in Web Editor NEW

11.0 2.0 2.0 11.58 MB

Unofficial PyTorch implementation of the paper "Variational encoding approach for interpretable assessment of remaining useful life estimation"

License: MIT License

Python 99.40% Shell 0.60%

life prediction pytorch remaining rul useful

rul-rve-pytorch's Introduction

Pytorch Implementation of RUL-RVE

This is an unofficial PyTorch implementation of the paper Variational encoding approach for interpretable assessment of remaining useful life estimation. This repo builds on the codebase of the official Tensorflow implementation here.

Requirements

Implementation

Results

Implementation	Dataset	lr	RMSE
Paper	FD001	0.001	13.42
Our Implementation	FD001	0.005	11.05
Paper	FD002	0.001	14.92
Our Implementation	FD002	0.005	13.99
Paper	FD003	0.001	12.51
Our Implementation	FD003	0.001	12.08
Paper	FD004	0.001	16.37
Our Implementation	FD004	0.005	16.70

We found the optimal LR for each dataset using grid-search (lr = choice(0.1, 0.01, 0.005, 0.001, 0.0001))

References

Costa N, Sánchez L. Variational encoding approach for interpretable assessment of remaining useful life estimation. Reliab Eng Syst Saf. 2022;222:108353. doi:10.1016/J.RESS.2022.108353

rul-rve-pytorch's People

Contributors

Stargazers

Watchers

Forkers

hayes-mao wdw991107

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.