English

Implementation of DNN Based Data Detector for QPSK Systems

Signal Processing 2023-03-01 v2

Abstract

In this project, the Quadrature Phase Shift Keying (QPSK) digital modulation scheme was implemented using Software Defined Radios (SDRs). For this system, a deep learning based detector was proposed and implemented alongside the conventional method. The implementation was successfully achieved for both the conventional and deep learning based data detection techniques, despite the challenges faced. The results show that the proposed deep learning method is able to outperform the conventional detector. The code of this project is made publicly accessible at https://github.com/ABadi13/QPSK_SDR_DNN_Detector.

Keywords

Cite

@article{arxiv.2302.10073,
  title  = {Implementation of DNN Based Data Detector for QPSK Systems},
  author = {Ahmed M. Badi},
  journal= {arXiv preprint arXiv:2302.10073},
  year   = {2023}
}

Comments

Mini project code available at: https://github.com/ABadi13/QPSK_SDR_DNN_Detector

R2 v1 2026-06-28T08:44:41.150Z