kit-cel / vae-equalizer
This repo provides an implementation of a Variational Autoencoder (VAE) based equalizer. This includes a simulation environment with an AWGN channel and a linear optical dual-polaization channel. Additionally, state-of-the-art equalizers are implemented as reference.
☆28Updated 2 years ago
Alternatives and similar repositories for vae-equalizer:
Users that are interested in vae-equalizer are comparing it to the libraries listed below
- Geometric and Probabilistic Constellation Shaping with Autoencoders - Research Internship☆20Updated 2 years ago
- This UWOC-JCCESD code is used for the joint channel classification and estimation with signal detection (JCCESD) scheme in underwater w…☆18Updated 4 years ago
- ☆12Updated 2 years ago
- ☆45Updated 4 years ago
- PyTorch examples accompanying the ECOC 2020 invited presentation about end-to-end learning in optical communications☆14Updated 4 years ago
- Joint Channel Estimation and Nonlinear Distortion Compensation in OFDM Receivers (Bussgang-type receiver)☆25Updated 5 years ago
- Coherent Optical OFDM☆14Updated 9 years ago
- ☆18Updated 5 years ago
- Blind CE for V2LC☆17Updated 3 years ago
- This shows how to use Autoencoders for learning constellations and receivers in fiber optical communications☆19Updated 6 years ago
- Scripts, classes and functions related to Optical Wireless Communication☆14Updated 4 years ago
- Simple massive MIMO simulator that includes several data-detectors☆36Updated 4 years ago
- ☆9Updated 9 years ago
- ☆28Updated 3 years ago
- Underwater Optical Wireless Communications☆14Updated 4 years ago
- there is matlab code for channel estimate with ls and dft and mmse☆22Updated 7 years ago
- Gradient-based design tool for geomtrically shaped constellations☆15Updated 2 years ago
- This project includes Matlab functions to simulate MIMO and Equalization systems with Iterative Detection and Decoding☆23Updated 4 years ago
- A Comparative Study of Deep Learning and Iterative Algorithms for Joint Channel Estimation and Signal Detection in OFDM Systems☆41Updated 9 months ago
- An end to end general OFDM system implementation on Python. It is modualrized for better understanding. Also written a function for LSE C…☆12Updated 2 years ago
- An Implementation of OFDM Transmitter and Receiver in Python☆9Updated 4 years ago
- Evaluate the performance of ZF ( Zero Forcing ) and MMSE ( Minimum Mean Square Error ) detectors with (Nt×Nr), (20×30) and (20×50) r…☆24Updated 3 years ago
- Machine Learning and Optimization for Communications Systems☆11Updated last month
- Implementation of an approach for wireless encoding via MI estimation☆17Updated 5 years ago
- ☆31Updated 7 years ago
- All the code and data used for my Bachelor's thesis "OFDM channel equalization with machine learning" are available here.☆10Updated 2 years ago
- Polar codes simulation on MATLAB☆11Updated 6 years ago
- We first implement an end-to end system on GNU radio using two USRP X310 for the transmitter and the receiver in an indoor setting. We th…☆34Updated 2 years ago
- Implementation of "Over-the-Air Design of GAN Training for mmWave MIMO Channel Estimation"☆32Updated last year
- This code is for paper: L. Liu and W. Yu, "Massive connectivity with massive MIMO-Part I: Device activity detection and channel estimatio…☆26Updated 3 years ago