Low Complexity Deep Learning Augmented Wireless Channel Estimation for Pilot-Based OFDM on Zynq System on Chip

no code implementations • 2 Mar 2024 • Animesh Sharma, Syed Asrar ul haq, Sumit J. Darak

The first contribution of this paper is to efficiently implement the existing state-of-the-art CE algorithms on Zynq SoC (ZSoC), comprising of ARM processor and field programmable gate array (FPGA), via hardware-software co-design and fixed point analysis.

Low Complexity High Speed Deep Neural Network Augmented Wireless Channel Estimation

no code implementations • 15 Nov 2023 • Syed Asrar ul haq, Varun Singh, Bhanu Teja Tanaji, Sumit Darak

Recently, various works have shown that the deep learning (DL) based CE outperforms conventional minimum mean square error (MMSE) based CE, and it is hardware-friendly.