Performance evaluation over dl-based channel prediction algorithm on realistic csi

Q Zhou, W Jiang, D Wang… - 2022 IEEE 96th Vehicular …, 2022 - ieeexplore.ieee.org
With the development of smart connected automated guided vehicles (AGVs) and robots,
many new services and applications occur, which require flexible wireless end-to-end …

Wireless channel prediction using artificial intelligence with constrained data sets

G Javanmardi… - 2022 24th International …, 2022 - ieeexplore.ieee.org
The work in this paper deals with the study of artificial intelligence (AI) tools for purposes of
vehicular wireless channel prediction. The objective is to test the ability of different types of …

Deep learning-based channel prediction for edge computing networks toward intelligent connected vehicles

G Liu, YAN Xu, Z He, Y Rao, J Xia, L Fan - IEEE Access, 2019 - ieeexplore.ieee.org
With the development of intelligent connected vehicles (ICVs), there emerge many new
services and applications which involve intensive computation. To support the intensive …

Learning the wireless V2I channels using deep neural networks

TH Li, MRA Khandaker, F Tariq… - 2019 IEEE 90th …, 2019 - ieeexplore.ieee.org
For high data rate wireless communication systems, developing an efficient channel
estimation approach is extremely vital for channel detection and signal recovery. With the …

Transformer Network Based Channel Prediction for CSI Feedback Enhancement in AI-Native Air Interface

T Zhou, X Liu, Z Xiang, H Zhang, B Ai… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the development of artificial intelligence (AI), wireless channel prediction based on
deep learning (DL) has become a hot research issue. Channel prediction plays an important …

Analysis on the channel prediction accuracy of deep learning-based approach

WS Son, DS Han - … on artificial intelligence in information and …, 2021 - ieeexplore.ieee.org
In recent days, the vehicular communication system (VCS) plays an important role in driving
safety and traffic information. In VCS, one of the most important factors that affects the system …

Channel estimation based on deep learning in vehicle-to-everything environments

J Pan, H Shan, R Li, Y Wu, W Wu… - IEEE Communications …, 2021 - ieeexplore.ieee.org
Channel estimation in vehicle-to-everything (V2X) communications is a challenging issue
due to the fast time-varying and non-stationary characteristics of wireless channel. To grasp …

Channel prediction with liquid time-constant networks: an online and adaptive approach

H Yin, Y Zhou, L Cao, Y Xu - 2021 IEEE 94th Vehicular …, 2021 - ieeexplore.ieee.org
Accurate channel state information (CSI) prediction and estimation are critical to the
communication system to adapt to the rapid change of wireless channels. The CSI feedback …

Deep Learning based Wireless Channel Prediction: 5G Scenario

R Varshney, C Gangal, M Sharique… - Procedia Computer …, 2023 - Elsevier
In the area of wireless communication, channel estimation is a challenging problem due to
the need for real-time implementation as well as system dependence on the estimation …

[HTML][HTML] Deep learning-based channel quality indicators prediction for vehicular communication

J Kim, DS Han - ICT Express, 2023 - Elsevier
Vehicular communication shares essential information for safety and convenience.
Vehicular communication must guarantee a high transmission rate with stable …