Implementation of OpenAirInterface-based real-world channel measurement for evaluating wireless transmission algorithms

Q Zhou, W Jiang - arXiv preprint arXiv:2101.04608, 2021 - arxiv.org
The fourth-generation Wireless Technology (4G) has been adopted by all major operators in
the world and has already ruled the cellular landscape for around a decade. A lot of …

Implementation of KDML-Based Channel Estimator on GNU Radio Platform

Y Ding, W Lai, Z Liu, M Zhao, S Zhang… - … and Signal Processing …, 2021 - ieeexplore.ieee.org
Deep learning (DL) technology has been applied to a number of thorny problems in the field
of communication, among which channel estimation is always attracting interests. However …

Deep learning based over-the-air channel estimation using a ZYNQ SDR platform

B Banerjee, Z Khan, JJ Lehtomäki, M Juntti - IEEE Access, 2022 - ieeexplore.ieee.org
Deep learning based channel estimation techniques have recently found an overwhelming
interest owing to data-driven learning-based adaptability compared to conventional …

Machine Learning Based Angle Estimation for Air-to-Ground Channel Measurements

B Ning, K Mao, M Wang, H Li, X Chen… - 2021 13th …, 2021 - ieeexplore.ieee.org
Angle parameters are important for channel modeling and performance evaluation of
communication systems. In this paper, a channel measurement system is developed for air …

A Review of Channel Estimation Mechanisms in Wireless Communication Networks

C Smera, J Sandeep - 2021 5th International Conference on …, 2021 - ieeexplore.ieee.org
The fluctuating nature of wireless networks influences network performance. Estimation of
channel condition is essential for many reasons. The accurate estimation and prediction …

An Interpretable Low-complexity Model for Wireless Channel Estimation

Z Zaidi, T Alpcan, C Leckie, S Efrain - arXiv preprint arXiv:2402.07385, 2024 - arxiv.org
With the advent of machine learning, there has been renewed interest in the problem of
wireless channel estimation. This paper presents a novel low-complexity wireless channel …

Low-Cost Measurement Framework for IEEE 802.11 ad Communication

S Kashihara, M Tamai, A Hasegawa… - … Intelligence in Information …, 2021 - Springer
Abstract Towards Beyond 5G and 6G, IEEE 802.11 ad is spreading as the primary products
in Millimeter-Wave (mmWave) communication with 60 GHz, and then it will be taken as one …

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 Advanced Estimation of Wireless Channels State Information for 6G Communication

A Yogaraj, TRD Kumar, AM Ovaiz… - … on Recent Advances …, 2024 - ieeexplore.ieee.org
The last few decades have seen an exponential increase in the demand for wireless
connectivity. A channel estimator is a successful strategy for transferring data over wireless …

Turbo AI, Part V: Verifying AI-Enhanced Channel Estimation for RAN from System Level

Y Chen, S Wesemann, T Wild - 2023 Joint European …, 2023 - ieeexplore.ieee.org
Turbo-AI is an iterative Machine-Learning (ML) based channel estimator as an additional
option to balance the performance-complexity trade-off and realize challenging scenarios …