Giter Club home page Giter Club logo

omnidrones's Introduction

Visualization of OmniDrones


OmniDrones

IsaacSim Python Docs status License: MIT Discord Forum

OmniDrones is an open-source platform designed for reinforcement learning research on multi-rotor drone systems. Built on Nvidia Isaac Sim, OmniDrones features highly efficient and flxeible simulation that can be adopted for various research purposes. We also provide a suite of benchmark tasks and algorithm baselines to provide preliminary results for subsequent works.

For usage and more details, please refer to the documentation.

Welcome to join our Discord for discussions and questions!

Notice

The initial release of OmniDrones is developed based on Isaac Sim 2022.2.0. It can be found at the release branch. The current version is developed based on Isaac Sim 2023.1.0.

Citation

Please cite this paper if you use OmniDrones in your work:

@misc{xu2023omnidrones,
    title={OmniDrones: An Efficient and Flexible Platform for Reinforcement Learning in Drone Control}, 
    author={Botian Xu and Feng Gao and Chao Yu and Ruize Zhang and Yi Wu and Yu Wang},
    year={2023},
    eprint={2309.12825},
    archivePrefix={arXiv},
    primaryClass={cs.RO}
}

Ackowledgement

Some of the abstractions and implementation was heavily inspired by Isaac Orbit.

omnidrones's People

Contributors

btx0424 avatar zrz-sh avatar finani avatar jinwoolee1230 avatar kathiehjy avatar mychoi97 avatar zanghz21 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.