Deep learning and channel estimation

K Thakkar, A Goyal… - 2020 6th International …, 2020 - ieeexplore.ieee.org
Deep Learning has rendered overwhelming potential to support the rising interest of high
dependability and maximum capacity wireless communication systems. Channel estimation …

A Comparative Study of Deep Learning and Iterative Algorithms for Joint Channel Estimation and Signal Detection

H Ju, H Zhang, L Li, X Li, B Dong - arXiv preprint arXiv:2303.03678, 2023 - arxiv.org
Joint channel estimation and signal detection (JCESD) in wireless communication systems
is a crucial and challenging task, especially since it inherently poses a nonlinear inverse …

Deep learning-based channel estimation for high-dimensional signals

E Balevi, JG Andrews - arXiv preprint arXiv:1904.09346, 2019 - arxiv.org
We propose a novel deep learning-based channel estimation technique for high-
dimensional communication signals that does not require any training. Our method is …

Application of deep learning in wireless networks for channel estimation: A survey

G Peng, Z Zhu, Y Liang - Journal of Physics: Conference Series, 2022 - iopscience.iop.org
The quality of channel estimation (CE) is critical to the performence of wireless
communication systems. In addition to the conventional model based CE methods appeared …

Score-based generative models for robust channel estimation

M Arvinte, JI Tamir - 2022 IEEE Wireless Communications and …, 2022 - ieeexplore.ieee.org
Channel estimation is a critical task in digital communications that greatly impacts end-to-
end system performance. In this work, we introduce a novel approach for multiple-input …

Channelformer: Attention based neural solution for wireless channel estimation and effective online training

D Luan, JS Thompson - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
In this paper, we propose an encoder-decoder neural architecture (called Channelformer) to
achieve improved channel estimation for orthogonal frequency-division multiplexing (OFDM) …

A review on deep learning-based channel estimation scheme

A Ranjan, AK Singh, BC Sahana - Soft Computing: Theories and …, 2020 - Springer
In this review paper, we have tried to review the maximum amount of research work done till
date on deep learning-based algorithms for channel estimation in different wireless systems …

Towards deep learning-aided wireless channel estimation and channel state information feedback for 6G

W Kim, Y Ahn, J Kim, B Shim - Journal of Communications and …, 2023 - ieeexplore.ieee.org
Deep learning (DL), a branch of artificial intelligence (AI) techniques, has shown great
promise in various disciplines such as image classification and segmentation, speech …

Double deep q-learning based channel estimation for industrial wireless networks

S Bhardwaj, JM Lee, DS Kim - 2020 International Conference …, 2020 - ieeexplore.ieee.org
Double deep Q-learning (DDQL) algorithm for channel estimation for industrial wireless
networks is proposed. Mean square error (MSE) and bit error rate (BER) as two key metrics …

AttenReEsNet: Attention-Aided Residual Learning for Effective Model-Driven Channel Estimation

E Fola, Y Luo, C Luo - IEEE Communications Letters, 2024 - ieeexplore.ieee.org
In model-driven deep learning (DL)-based channel estimation methods for orthogonal
frequency division multiplexing (OFDM) systems, all input features obtained through …