… neuralnetworks with interleavers and de-interleavers in between). By allowing joint training of the channelcoding … -MOD performs comparable to modern codes stacked with canonical …
… To achieve near-capacity performance, advanced channelcoding … codes, have been suggested for 5G systems [4], [5]. These channelcodes protect the data streams against channel …
D Burth Kurka, D Gündüz - International Zurich Seminar …, 2020 - research-collection.ethz.ch
… the compression and channelcoding stages. Using machinelearning techniques, we … can be learned from scratch, thus using joint source-channelcoding (JSCC) rather than the …
DB Kurka, D Gündüz - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
… Inspired by the recent success of deeplearning … deep JSCC architecture that exploits the channel output feedback, called DeepJSCC-f, outperforms any separate source channelcoding …
… Our results show that the proposed deep JSCC scheme … channelcode at low signal-tonoise ratio (SNR) and channel … However, we believe that by using a deeperneuralnetwork …
Z Xuan, K Narayanan - IEEE Transactions on Communications, 2022 - ieeexplore.ieee.org
… joint sourcechannelcoding (JSCC) schemes for the transmission of discretetime analog sources over noisy channels based on deepneuralnetworks… AWGN) channels, the encoder and …
… machinelearning techniques can provide an alternative approach to the long-standing joint source-channelcoding … utilize separate source and channelcodes, have been demonstrated …
M Yang, C Bian, HS Kim - IEEE Transactions on Cognitive …, 2022 - ieeexplore.ieee.org
… We jointly train deepneuralnetworks with explicit … deepneuralnetworks with additional non-trainable blocks such as PAPR reduction signal-clipping, channel estimation and channel …
M Yang, C Bian, HS Kim - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
… We present a deeplearning based joint source channelcoding (JSCC) … channels with non-linear signal clipping. The proposed encoder and decoder use convolutional neuralnetworks …