Channel-prediction-based one-class mobile IoT device authentication

HM Wang, QY Fu - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
… of wireless channels. To address this challenge, we propose a PLA scheme based on
Gaussian process (GP) channel prediction, where the variation of channel characteristics is …

Machine learning-based channel prediction in massive MIMO with channel aging

J Yuan, HQ Ngo, M Matthaiou - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
… pilot-based channel estimation schemes. To circumvent this fundamental constraint, we
design a machine learning (ML)-… Channel estimation (CE) is an essential procedure to obtain …

Deep learning-based channel prediction in realistic vehicular communications

J Joo, MC Park, DS Han, V Pejovic - IEEE Access, 2019 - ieeexplore.ieee.org
… in a practical setting that utilizes commodity WAVE communication equipment, thus we …
(RMSE) of the baseline method and our channel prediction approach built with a different number …

AI-based channel prediction in D2D links: An empirical validation

N Simmons, SBF Gomes, MD Yacoub… - IEEE …, 2022 - ieeexplore.ieee.org
techniques are applied to D2D links operating at 5.8 GHz with the aim at providing potential
answers to the following questions concerning the prediction … from a mobile device. Wireless …

A fast channel change technique based on channel prediction

I Basicevic, D Kukolj, S Ocovaj… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… a technique for delay reduction that predicts the next channel that will be selected by the user.
The technique … The machine learning method is used to predict the next channel the user …

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
… to find an estimation of this channel matrix. In order to conduct channel estimation of finding
H, … We can take advantage of such patterns to perform CSI prediction for a mobile device at a …

Massive MIMO channel prediction: Kalman filtering vs. machine learning

H Kim, S Kim, H Lee, C Jang, Y Choi… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… Since channel prediction techniques can be applied to each UE separately, we focus on
a single UE case and drop the UE index k throughout the paper. The BS predicts the …

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
… (ARIMA), supportvector machine for regression (SVR). … channel prediction model based on
deep learning approach. … an efficient channel prediction model to predict the future channel

Power control for body area networks: Accurate channel prediction by lightweight deep learning

Y Yang, D Smith, J Rajasegaran… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
channel prediction method based on LSTM networks, which can provide up to 2 s ahead BAN
channel prediction. 2… pare the prediction accuracy on both devices using different channel

Channel status prediction for cognitive radio networks

VK Tumuluru, P Wang, D Niyato - … Communications and Mobile …, 2012 - Wiley Online Library
channel status prediction schemes. For the first scheme, we propose a neural network
approach … We assume that both device types use the same sensing mechanism and have the …