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.
☆27Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for vae-equalizer
- Geometric and Probabilistic Constellation Shaping with Autoencoders - Research Internship☆16Updated 2 years ago
- ☆12Updated 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 3 years ago
- ☆41Updated 4 years ago
- Coherent Optical OFDM☆13Updated 9 years ago
- This shows how to use Autoencoders for learning constellations and receivers in fiber optical communications☆16Updated 5 years ago
- Scripts, classes and functions related to Optical Wireless Communication☆14Updated 4 years ago
- Gradient-based design tool for geomtrically shaped constellations☆14Updated 2 years ago
- Joint Channel Estimation and Nonlinear Distortion Compensation in OFDM Receivers (Bussgang-type receiver)☆24Updated 5 years ago
- PyTorch examples accompanying the ECOC 2020 invited presentation about end-to-end learning in optical communications☆13Updated 3 years ago
- This project includes Matlab functions to simulate MIMO and Equalization systems with Iterative Detection and Decoding☆20Updated 3 years ago
- An end to end general OFDM system implementation on Python. It is modualrized for better understanding. Also written a function for LSE C…☆10Updated 2 years ago
- MATLAB library of DSP functions for optical communications☆42Updated last year
- ☆9Updated 8 years ago
- Generate a Deep Neural Network for Equalization of Optical channels☆12Updated 3 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
- ☆17Updated 5 years ago
- kassankar / Continuous-Phase-Modulation-CPM---Maximum-Likelihood-Sequence-Detection---Viterbi-Receiver.A Matlab code for the "Maximum Likelihood Sequence Detection" for any CPM modulation (GMSK-RECT-RC....) using the Viterbi Algorithm.☆18Updated 3 years ago
- Classes, functions and scripts related to Underwater Wireless Optical Communication☆39Updated 4 years ago
- there is matlab code for channel estimate with ls and dft and mmse☆21Updated 7 years ago
- VLC system simulation program using matlab☆12Updated 9 years ago
- Blind CE for V2LC☆17Updated 3 years ago
- ☆28Updated 3 years ago
- Reproducible research on the paper 'Power of Deep Learning for Channel Estimation and Signal Detection in OFDM Systems'.☆34Updated last year
- Implementation of "Over-the-Air Design of GAN Training for mmWave MIMO Channel Estimation"☆31Updated last year
- A set of 3 projects in the field of Optical Communications☆11Updated 5 years ago
- OFDM channel estimation and equalization☆16Updated 3 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…☆30Updated 2 years ago
- A Peak to Average Power Ratio (PAPR) Reduction method for OFDM Systems using neural networks using the encoder-decoder approach. [Course …☆25Updated 5 years ago