Deep Learning for Channel Estimation in Physical Layer Wireless Communications: Fundamental, Methods, and Challenges

C Lv, Z Luo - Electronics, 2023 - mdpi.com
With the rapid development of wireless communication technology, intelligent
communication has become one of the mainstream research directions after the fifth …

Low complexity deep learning augmented wireless channel estimation for pilot-based ofdm on zynq system on chip

A Sharma, SAU Haq, SJ Darak - IEEE Transactions on Circuits …, 2024 - ieeexplore.ieee.org
Channel estimation (CE) is one of the critical signal-processing tasks of the wireless
physical layer (PHY). Recent deep learning (DL) based CE have outperformed statistical …

Low complexity high speed deep neural network augmented wireless channel estimation

SAU Haq, V Singh, BT Tanaji… - 2024 37th International …, 2024 - ieeexplore.ieee.org
The channel estimation (CE) in wireless receivers is one of the most critical and
computationally complex signal processing operations. Recently, various works have shown …

Low Complexity High Speed Deep Neural Network Augmented Wireless Channel Estimation

V Singh, BT Tanaji, S Darak - arXiv preprint arXiv:2311.08689, 2023 - arxiv.org
The channel estimation (CE) in wireless receivers is one of the most critical and
computationally complex signal processing operations. Recently, various works have shown …