Git Product home page Git Product logo

csi-visualization's Introduction

CSI Visualization with Python

๐Ÿ“Š Wi-Fi Channel State Information(CSI) visualization with python

Before use

This repo is based on CSI extracted with Nexmon CSI Extractor(Raspberry Pi, Wi-Fi chip: bcm43455c0).
Therefore, in order to use real-time plot and collect data for visualization, the Nexmon CSI extractor installation must be preceded.
(The csv data required by this repository can be obtained through csi-extractor)

2023 Update

  • pcap format is also available(To be implemented)

Installation

  • Clone this repo and install the dependencies
pip install -r requirements.txt
  • If you want to use real-time plot, clone this repo to the Raspberry Pi with Nexmon firmware installed.

Usage

python csiexplorer.py [CSI dir] --plt [Plot Type]
  • Use sample data for Amplitude-PacketIdx plot
python csiexplorer.py sample --plt 1 --smp true
  • Use real-time Amplitude or Phase plot

After installing the Nexmon firmware on the Raspberry Pi and setting the monitoring mode, run the code below.

sudo python3 csi_realTimeAmp.py
or
sudo python3 csi_realTimePhase.py

CSI explore

  1. Amplitude-PacketIdx

  1. Amplitude-Time

  1. Heatmap (Amplitude-Packet)

  1. Heatmap (Amplitude-Time)

  1. Amplitude-SubcarrierIdx (all packet)

  1. Amplitude-SubcarrierIdx Flow (single antenna set)

Real-Time Amplitude plot

csi-visualization's People

Contributors

cheesebg avatar aftermoon-dev 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.