huzhengdong / TT-GAN

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TT-GAN

This repository contains the simulation dataset and code for the submitted paper "Transfer Learning Enabled Transformer based Generative Adversarial Networks (TT-GAN) for Terahertz Channel Modeling and Generating"

Data

The simulation data is provided, which can be generated by the QuaDriGa software in the matlab with the provided statistics in the file "TWC_Indoor_Corridor_LOS.conf".

matlab coeff_generation_3gpp.m

GAN

The T-GAN and TT-GAN are implemented in transformer-gan.py and ttgan.py respectively. The ttgan.py is fine-tuned on the pre-trained tgan models. The number of epochs is set as 10000

Evaluation

The tt-gan are compared with the basic gan, t-gan and ray-tracing. delay

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Language:Python 72.2%Language:MATLAB 27.8%