Code Monkey home page Code Monkey logo

deep-reinforcement-learning-for-dynamic-spectrum-access's Introduction

Deep-Reinforcement-Learning-for-Dynamic-Spectrum-Access

Dependencies

  1. python link
  2. matplotlib link
  3. tensorflow > 1.0 link
  4. numpy link
  5. jupyter link

We recommend to install with Anaconda

To train the DQN ,run on terminal

git clone https://github.com/shkrwnd/Deep-Reinforcement-Learning-for-Dynamic-Spectrum-Access.git
cd Deep-Reinforcement-Learning-for-Dynamic-Spectrum-Access
python train.py

To understand the code , I have provided jupyter notebooks:

  1. How to use environment.ipynb
  2. How to generate states.ipynb
  3. How_to_create_cluster.ipynb

To run notebook,run on terminal

jupyter notebook

Default browser will open ipynb files. Run each command one by one

This work is an inspiration from the paper

O. Naparstek and K. Cohen, “Deep multi-user reinforcement learning for dynamic spectrum access in multichannel wireless
networks,” to appear in Proc. of the IEEE Global Communications Conference (GLOBECOM), Dec. 2017

deep-reinforcement-learning-for-dynamic-spectrum-access's People

Contributors

shkrwnd avatar teknasd avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.