Turbo-AI, Part II: Multi-dimensional iterative ML-based channel estimation for B5G

Y Chen, J Mohammadi, S Wesemann… - 2021 IEEE 93rd …, 2021 - ieeexplore.ieee.org
Targeting to potential evolution of future wireless systems, precise channel estimation is
regarded as one of the fundamental prerequisites. In this paper, we focus on Machine …

Artificial intelligence for channel estimation in multicarrier systems for B5G/6G communications: a survey

EC Vilas Boas, JDS e Silva, FAP de Figueiredo… - EURASIP Journal on …, 2022 - Springer
Multicarrier modulation allows for deploying wideband systems resilient to multipath fading
channels, impulsive noise, and intersymbol interference compared to single-carrier systems …

Deep learning-aided 5G channel estimation

A Le Ha, T Van Chien, TH Nguyen… - 2021 15th international …, 2021 - ieeexplore.ieee.org
Deep learning has demonstrated the important roles in improving the system performance
and reducing computational complexity for 5G-and-beyond networks. In this paper, we …

Towards deep learning-aided wireless channel estimation and channel state information feedback for 6G

W Kim, Y Ahn, J Kim, B Shim - Journal of Communications and …, 2023 - ieeexplore.ieee.org
Deep learning (DL), a branch of artificial intelligence (AI) techniques, has shown great
promise in various disciplines such as image classification and segmentation, speech …

Turbo-AI, Part VI: Achieving Robust Downlink AI-Based Channel Prediction

Y Chen, T Wild, C Henry - … & 6G Summit (EuCNC/6G Summit), 2024 - ieeexplore.ieee.org
In previous paper series, we proposed a Machine-Learning (ML) based channel estimator
and investigated it from different aspects. For the nature of its iterative architecture, it was …

BEM-based channel estimation for 5G multicarrier systems

JT Dias, RC de Lamare… - WSA 2018; 22nd …, 2018 - ieeexplore.ieee.org
In this paper, we investigate channel estimation techniques for 5G multicarrier systems. Due
to the characteristics of the 5G application scenarios, channel estimation techniques have …

Channel estimation in C-V2X using deep learning

R Sattiraju, A Weinand… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Channel estimation forms one of the central component in current Orthogonal Frequency
Division Multiplexing (OFDM) systems that aims to eliminate the inter-symbol interference by …

TinyDRaGon: Lightweight radio channel estimation for 6G pervasive intelligence

M Geis, B Sliwa, C Bektas… - 2022 IEEE Future …, 2022 - ieeexplore.ieee.org
Due to the emerging challenges with future 6G networks such as high data rates and the
need for remarkably low latency, future wireless communication systems must be planned …

Deep learning based channel estimation for 5G and beyond

ZSH HAMMED, SY AMEEN - Journal of Duhok University, 2023 - journal.uod.ac
As the demand for high-speed and reliable wireless communication continues to grow, 5G
technology has emerged as a promising solution to meet these requirements. However …

Turbo-AI, Part I: Iterative machine learning based channel estimation for 2D massive arrays

Y Chen, J Mohammadi, S Wesemann… - 2021 IEEE 93rd …, 2021 - ieeexplore.ieee.org
Channel estimation belongs to one of the potential applications, that can exploit Artificial
Intelligence (AI) and Machine Learning (ML) to enhance Physical Layer (PHY) performance …