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 …

Low Complexity Deep Learning Aided Channel Estimation Architecture for Vehicular Networks

SAU Haq, SJ Darak, AK Gizzini - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The channel estimation (CE) in ultra-reliable vehicular communication is challenging due to
dynamically varying channel conditions. In this direction, various data pilot-aided (DPA) and …

Low-Complexity High Speed Residual Network-Augmented Channel Estimation for mmWave Massive MIMO

A Gulati, SAU Haq, S Darak… - 2024 IEEE 6th …, 2024 - ieeexplore.ieee.org
This work addresses the crucial challenge of efficient design of computationally intensive
channel estimation (CE) on resource-constrained edge platforms for millimeter-wave …

RNN-Based Low Complexity High Speed Channel Estimation Architectures for Vehicular Networks

SAU Haq, BP Dangwal, S Darak - 2024 IEEE 6th International …, 2024 - ieeexplore.ieee.org
Wireless channel estimation (CE) in vehicular communication networks is challenging due
to mobility, and various data-pilot-aided (DPA) and deep learning (DL) techniques have …