Skip to main content

Simulation of Low Density Parity Check Codes & Applications

Project description

version 0.6

In Brief:

  • Generates coding and decoding matrices.

  • Probabilistic decoding: Belief Propagation algorithm.

  • Images transmission simulation (channel model: AGWN).

  • Sound transmission simulation (channel model :AGWN).

Image coding-decoding example:

http://img15.hostingpics.net/pics/230358rgbeyecomparedecodednoisy6.jpg http://img15.hostingpics.net/pics/274817liondecoding06.png

Sound coding-decoding example:

Sound Transmission

Tutorials:

Jupyter notebooks:

  • Users’ Guide:

1- LDPC Coding-Decoding Simulation

2- Images Coding-DecodingTutorial

3- Sound Coding-DecodingTutorial

  • For LDPC construction details:

1- pyLDPC Construction

2- LDPC Images Functions Construction

3- LDPC Sound Functions Construction

version 0.6

Contains:

  1. Coding and decoding matrices Generators:
    • Regular parity-check matrix using Callager’s method.

    • Coding Matrix G both non-systematic and systematic.

  2. Coding function adding Additive White Gaussian Noise.

  3. Decoding functions using Probabilistic Decoding (Belief propagation algorithm):
    • Default BP algorithm.

    • Full-log BP algorithm.

  4. Images transmission sub-module:
    • Coding and Decoding Grayscale Images.

    • Coding and Decoding RGB Images.

    • BER: Bit Error Rate function.

  5. Sound transmission sub-module:
    • Coding and Decoding audio files.

    • BER_audio: Bit Error Rate function.

What’s new:

  • Sound sub-module.

In the upcoming versions:

  • Optimized Parity Check Matrices.

  • Text Transmission functions.

Contact:

Please contact hicham.janati@ensae.fr for any bug encountered / any further information.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pyldpc-0.6.tar.gz (12.3 kB view details)

Uploaded Source

File details

Details for the file pyldpc-0.6.tar.gz.

File metadata

  • Download URL: pyldpc-0.6.tar.gz
  • Upload date:
  • Size: 12.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No

File hashes

Hashes for pyldpc-0.6.tar.gz
Algorithm Hash digest
SHA256 eaaf2d8b86a134e9c3d05958623fcb59c77fa73fd8e968fb886cfbe443ed0326
MD5 d0e6f9e2d1c73329029d20b99fab6b2b
BLAKE2b-256 6ec48fe29d6bcb703c8397edf6995855f028658cd7026101f8b20d86d793ad97

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page