Channel estimation and prediction for 5G applications

R Apelfröjd - 2018 - diva-portal.org
Accurate channel state information (CSI) is important for many candidate techniques of
future wireless communication systems. However, acquiring CSI can sometimes be difficult …

Channel state information prediction for 5G wireless communications: A deep learning approach

C Luo, J Ji, Q Wang, X Chen, P Li - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Channel state information (CSI) estimation is one of the most fundamental problems in
wireless communication systems. Various methods, so far, have been developed to conduct …

[PDF][PDF] Machine Learning-Based Channel State Estimators for 5G Wireless Communication Systems.

MH Essai Ali, F Alraddady… - … in Engineering & …, 2023 - researchgate.net
For a 5G wireless communication system, a convolutional deep neural network (CNN) is
employed to synthesize a robust channel state estimator (CSE). The proposed CSE extracts …

Machine Learning Empowered Accurate CSI Prediction for Large‐Scale 5G Networks

R Uma Mageswari… - Wireless …, 2022 - Wiley Online Library
Wi‐Fi networks rely on channel estimation to ensure their performance. The computational
complexity and dependability of fifth generation telecommunication networks have …

[PDF][PDF] Fading channel prediction for 5G and 6G mobile communication systems

M Soszka - International Journal of Electronics and …, 2022 - repo.pw.edu.pl
Nowadays, there is a trend to employ adaptive solutions in mobile communication. The
adaptive transmission systems seem to answer the need for highly reliable communication …

Channel scenario extensions, identifications, and adaptive modeling for 6G wireless communications

W Zhou, CX Wang, C Huang, Z Li… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
To provide customized high-quality services for all users in the sixth-generation (6G)
wireless communication systems, it is fundamental to study all 6G channel scenarios and …

A comparison of wireless channel predictors: Artificial Intelligence versus Kalman filter

W Jiang, HD Schotten - ICC 2019-2019 IEEE International …, 2019 - ieeexplore.ieee.org
Accurate channel state information (CSI) is a prerequisite to reap the benefits of fading-
adaptive wireless communications. In practice, however, the available CSI is generally …

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 …

Neural network-based channel prediction and its performance in multi-antenna systems

W Jiang, HD Schotten - 2018 IEEE 88th Vehicular Technology …, 2018 - ieeexplore.ieee.org
Channel state information (CSI) plays a vital role in fading-adaptive wireless systems,
whereas acquired CSI is generally inaccurate due to feedback delay. Channel prediction …

Channel state information estimation for 5G wireless communication systems: recurrent neural networks approach

MHE Ali, IBM Taha - PeerJ Computer Science, 2021 - peerj.com
In this study, a deep learning bidirectional long short-term memory (BiLSTM) recurrent
neural network-based channel state information estimator is proposed for 5G orthogonal …