Git Product home page Git Product logo

nnp_ga2o3's Introduction

Neural Network Potential for Beta-Ga2O3

Here are the training data sets and trained potential for beta-Ga2O3 crystal.

  1. First, there are two data sets. In the folder "raw_with0K", we have ab initio raw data of Ga2O3 at 0 K (DFT) and finite temperatures (50 - 600 K), which corresponds to 9200 snapshots in total. In the folder "raw_without0K", only AIMD data at finite temperatures is included. The data sets are prepared in the format of numpy binary data that can be directly used by the training program.

  2. We used the DeePMD-kit to train this neural network potential. For instructions of the potential development, please go to https://github.com/deepmodeling/deepmd-kit.

  3. "Ga2O3.pb" is the final frozen potential model, which can be used with LAMMPS to perform molecular dynamics simulations. (P.S. If you find that this potential is not compatible with your computer or DeePMD program, it is recommended to install the latest DeePMD-kit and train your own potential with the given raw data.)

  4. An example script for training is included ("train.json"). To use it, please follow the instructions for DeePMD-kit.

  5. An example LAMMPS input file is provided ("in.run"). Please make sure you have installed DeePMD-kit and compiled LAMMPS such that it can perfrom MD simulations with DeePMD potential.

  6. "ga2o3.data" is a atomic coordinate file for a 4 by 4 by 4 supercell of beta-Ga2O3.

nnp_ga2o3's People

Contributors

ruiyangli6 avatar

Stargazers

Pinghui Mo avatar Penghua Ying avatar  avatar  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.