ChannelGAN: Deep learning-based channel modeling and generating

H Xiao, W Tian, W Liu, J Shen - IEEE Wireless …, 2022 - ieeexplore.ieee.org
… CONCLUSION In this letter, we propose a DL-based channel modeling and generating
method refered to ChannelGAN, which is specifically designed on a small set of link-level MIMO …

Real and fake channel: GAN-based wireless channel modeling and generating

W Xie, M Xiong, Z Yang, W Liu, L Fan, J Zou - Physical Communication, 2023 - Elsevier
… In order to verify the performance of GAN-based fake channel data in deep learning algorithm,
this paper uses deep learning-based channel feedback to cross-verify the validity of fake …

Wireless channel modeling using generative machine learning models

J Juhava - 2023 - aaltodoc.aalto.fi
… been taken to machine learning based channel modeling. A … model to generate
multidimensional channel matrices usually denoted as H. This approach for generating MIMO …

Deep learning-based end-to-end wireless communication systems with conditional GANs as unknown channels

H Ye, L Liang, GY Li, BH Juang - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… the imperfection of the assumed channel models [1]. Recently, … end learning based approach
are provided and the simulationchannels, the channel GAN has shown the ability to model

Generative Network-based Channel Modeling and Generation for Air-to-Ground Communication Scenarios

Y Tian, H Li, Q Zhu, K Mao, F Ali… - IEEE …, 2024 - ieeexplore.ieee.org
… can effectively generate the statistical channel characteristics well … and accuracy of the
proposed method for A2G channel modeling. … Juang, “Deep learning-based end-to-end wireless …

GAN-based Massive MIMO Channel Model Trained on Measured Data

F Euchner, J Sanzi, M Henninger… - 2024 27th International …, 2024 - ieeexplore.ieee.org
… In addition, we investigate the use of a conditional GANs to generate channel realizations at
defined … Shen, “ChannelGAN: Deep learningbased channel modeling and generating,” IEEE …

Channel modeling and generation: Train generative networks and generate 6G channel data

Z Liu, Z Teng, Y Song, X Ye… - 2022 IEEE 8th …, 2022 - ieeexplore.ieee.org
… Comparing our proposed method with sophisticated AIbased channel modeling methods
(Channel-GAN[12], VAE[7], VQ-… “ChannelGAN: Deep Learning-Based Channel Modeling and …

Deep Generative Model based Channel Agnostic Communication System for Efficient Data Transmission

…, V Guruviah, TV Sethuraman - 2020 IEEE …, 2020 - ieeexplore.ieee.org
channel modelling in wireless end – end communication system will be done. Though there
have been few types of commonly used channels, channel GAN … our proposed channel GAN

Generative adversarial networks based digital twin channel modeling for intelligent communication networks

Y Zhang, R He, B Ai, M Yang, R Chen… - China …, 2023 - ieeexplore.ieee.org
channel modeling method based on generative adversarial networks is proposed for DT
channel, which can generate … Xiao, et al., “Channelgan: Deep learning-based channel modeling

Transfer Generative Adversarial Networks (T-GAN)-based Terahertz Temporal Channel Modeling and Generating

Z Hu, Y Li, C Han - Proceedings of the 7th ACM Workshop on Millimeter …, 2023 - dl.acm.org
… In this section, the channel modeling problem is first formulated into a channel distribution
learning problem. Then, the proposed GAN in T-GAN method is elaborated. Finally, T-GAN is …