Giter Site home page Giter Site logo

mahindrautela / vae-composites Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 98.97 MB

Variational Autoencoders for composites generation

Home Page: https://ieeexplore.ieee.org/abstract/document/9991053

Python 26.63% PureBasic 73.37%
composite-materials guided-waves variational-autoencoder material-discovery

vae-composites's Introduction

Variational autoencoder based deep generation

This code is a part of the work presented in the paper:

Paper: Towards deep generation of guided wave representations for composite materials


Basic Details:

- The dataset for the paper for the code is available at: https://doi.org/10.5281/zenodo.7301863

- The code is made on Python programming language using Tensorflow 2.x

- The instruction to use the dataset is described in the 'DatasetInformationDocument.pdf'

- For inverse material property estimator: load python model from https://github.com/mahindrautela/MatChar_dualCNN and read paper: https://doi.org/10.1080/15376494.2021.1982090

- For more information, you can write to me at my email id given in the paper.

vae-composites's People

Contributors

mahindrautela avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

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

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

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

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.