Giter VIP home page Giter VIP logo

vision-based-reinforcement-learning-control-for-aircraft's Introduction

Vision-based-Reinforcement-learning-control-for-aircraft

This is a project using DQN-PER and video frame to train an(or more) intelligent aircraft(s) from scratch.

Features:

  1. Multiprocess
  2. Two types of communication: UDP or DDS
  3. Vision based (or data based or mixed) reinforcement learning control for aircraft(s)

we provide two tools you can use in our project:

  1. Vision based aircraft analysis (1. hit prob 2. frame stack)
  2. DDS communication for multi-aircrafts (NOTE: You need compile OpenDDS in your local environment. Folders dds_test6 and dds_test7 are our test demo that you can refer. Also, we provide a powershell script to open 4 cmd windows transferring packages.)

You can find our demo video here.

Disclaimer

We love peace, and all of our offensive words such as air combat are limited to simulation games, so please do not misinterpret our work. We do not accept any accusation of militarization.

vision-based-reinforcement-learning-control-for-aircraft's People

Contributors

ai4is 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.