Temporal averaging LSTM-based channel estimation scheme for IEEE 802.11 p standard

AK Gizzini, M Chafii, S Ehsanfar… - 2021 IEEE global …, 2021 - ieeexplore.ieee.org
In vehicular communications, reliable channel estimation is critical for the system
performance due to the doubly-dispersive nature of vehicular channels. IEEE 802.11 p …

A big data enabled channel model for 5G wireless communication systems

J Huang, CX Wang, L Bai, J Sun, Y Yang… - … Transactions on Big …, 2018 - ieeexplore.ieee.org
The standardization process of the fifth generation (5G) wireless communications has
recently been accelerated and the first commercial 5G services would be provided as early …

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 …

[HTML][HTML] Deep Learning for Channel Estimation in Physical Layer Wireless Communications: Fundamental, Methods, and Challenges

C Lv, Z Luo - Electronics, 2023 - mdpi.com
With the rapid development of wireless communication technology, intelligent
communication has become one of the mainstream research directions after the fifth …

Wireless channel parameter estimation algorithms: Recent advances and future challenges

R Feng, Y Liu, J Huang, J Sun, CX Wang… - China …, 2018 - ieeexplore.ieee.org
Temporal and three-dimensional (3D) spatial information is important for the
characterization of wireless channels. In this paper, the commonly used array signal …

Enhanced wireless channel estimation through parametric optimization of hybrid ray launching-collaborative filtering technique

F Casino, P Lopez-Iturri, E Aguirre, L Azpilicueta… - IEEE …, 2020 - ieeexplore.ieee.org
In this paper, an enhancement of a hybrid simulation technique based on combining
collaborative filtering with deterministic 3D ray launching algorithm is proposed. Our …

Air-to-Ground Channel Characterization for Unmanned Aerial Vehicles Based on Field Measurements in 5G at 3.5 GHz

L Val-Terrón, JJ Escudero-Garzás… - … on Wireless and …, 2022 - ieeexplore.ieee.org
The last years have seen an unprecedented interest in the utilization of aerial platforms not
only to support applications (eg monitoring) but also to assist in relaying signals from …

A deep learning-based approach to 5G-new radio channel estimation

E Zimaglia, DG Riviello, R Garello… - 2021 Joint European …, 2021 - ieeexplore.ieee.org
In this paper, we present a deep learning-based technique for channel estimation. By
treating the time-frequency grid of the channel response as a low-resolution 2D-image, we …

Evaluation on User Equipment Chip for Deep Learning based Channel Estimation in 5G Advanced System

Y Zhao, M Xu, Y Li, J Mu, J Jiang… - … and Mobile Computing …, 2023 - ieeexplore.ieee.org
Nowadays, the integration of conventional 5G communication systems and artificial
intelligence (AI) has become one of the important trends for the evolution of future advanced …

Enhanced Channel Estimation for OTFS-Assisted ISAC in Vehicular Networks: A Deep Learning Approach

X Zhang, H Huang, L Tan, W Yuan… - 2023 21st International …, 2023 - ieeexplore.ieee.org
This paper explores an orthogonal time frequency space (OTFS)-assisted integrated
sensing and communication (ISAC) system in vehicular networks. We present a deep …