• Home
  • Search
  • CNN-Based Auto Fully-Digital Compensation Method for User Equipment with IQ Imbalance
  • https://doi.org/10.1109/wcsp55476.2022.10039369Copy DOI Icon

CNN-Based Auto Fully-Digital Compensation Method for User Equipment with IQ Imbalance

  • Nov 1, 2022
  • Wenbin Dong +2 more
Show More
  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract

IQ imbalance (IQI) of radio-frequency (RF) Chains is one of the key factors that limits the performance of wireless communications systems, especially in high order modulation modes. Traditional methods usually estimate the IQI parameters with dedicated feedback circuits and compensate the distortion of RF Chains with extra compensation circuits. Moreover, they do not consider the random carrier phase shift between transceivers, which increases the difficulty of estimating IQI parameters. In the paper, we propose a CNN-based auto fully-digital calibration technique with no dedicated feedback and compensation circuits to compensate for IQI and the random phase shift. We train the CNN using the pilot signals to obtain the compensation matrix. Since only the pilot signal is adopted, the algorithm can work with current wireless communications systems automatically. Compared to user equipment (UE) with ideal RF chains, the simulation results show that our algorithm can help UEs with IQI and the random phase shift achieve similar performance even in 1024-QAM modulation mode.

Similar Papers
  • Research Article

The Least-squares Algorithm for Interferograms with Random Phase Shifts

  • Jul 01, 2019
  • IOP Conference Series: Materials Science and Engineering
  • Zhongsheng Zhai +4
  • Research Article
  • Citations4

A novel random phase-shifting digital holographic microscopy method

  • Jun 09, 2009
  • Science in China Series E: Technological Sciences
  • Huimin Xie +6
  • Research Article

Robust Phase Reconstruction Using Random Three Step Phase-Shift in Wavelength Tuning Interferometer

  • Sep 01, 2022
  • Journal of Nanoelectronics and Optoelectronics
  • Xueliang Zhu +7
  • Conference Article
  • Citations4

On the Error Effects of Random Clock Shifts in Quantum-dot Cellular Automata Circuits

  • Sep 01, 2007
  • M Ottavi +5
  • Research Article
  • Citations2

Superconducting film with randomly magnetized dots: A realization of the two-dimensionalXYmodel with random phase shifts

  • Nov 30, 2009
  • Physical Review B
  • Zoran Ristivojevic
  • Research Article
  • Citations11

Vortex lines in the three-dimensionalXYmodel with random phase shifts

  • Dec 01, 1996
  • Physical Review B
  • Mai Suan Li +3
  • Research Article
  • Citations84

Phase extraction from randomly phase-shifted interferograms by combining principal component analysis and least squares method

  • Oct 03, 2011
  • Optics Express
  • Jiancheng Xu +3
  • Research Article
  • Citations8

Accurate phase retrieval algorithm based on linear correlation in self-calibration phase-shifting interferometry with blind phase shifts

  • Feb 27, 2020
  • Optics Communications
  • Yao Li +5
  • Research Article
  • Citations29

Data-driven simulation of multivariate nonstationary winds: A hybrid multivariate empirical mode decomposition and spectral representation method

  • Jan 09, 2020
  • Journal of Wind Engineering and Industrial Aerodynamics
  • Guoqing Huang +3
  • PDF
  • Research Article
  • Citations5

Application of Image Denoising Algorithm and Data Mining in Psychological Teaching Quality Evaluation

  • May 11, 2022
  • Security and Communication Networks
  • Lingling Li
  • Research Article
  • Citations38

Diffraction selectivity of holograms with random phase encoding

  • Feb 01, 2000
  • Optics Communications
  • Ching-Cherng Sun +3
  • PDF
  • Research Article
  • Citations7

Cross-Tier Interference Mitigation for RIS-Assisted Heterogeneous Networks

  • Jun 09, 2023
  • Technologies
  • Abdel Nasser Soumana Hamadou +2
  • Research Article
  • Citations49

Robust Active and Passive Beamformer Design for IRS-Aided Downlink MISO PS-SWIPT With a Nonlinear Energy Harvesting Model

  • Dec 01, 2021
  • IEEE Transactions on Green Communications and Networking
  • Shayan Zargari +3
  • Conference Article
  • Citations31

Intelligent Reflecting Vehicle Surface: A Novel IRS Paradigm for Moving Vehicular Networks

  • Nov 28, 2022
  • Wei Jiang +1
  • PDF
  • Research Article
  • Citations18

Free-Stream Turbulence-Induced Boundary-Layer Transition in Low-Pressure Turbines

  • May 03, 2021
  • Journal of Turbomachinery
  • Kristina Ðurović +6
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.