Estimation of fast time-varying channels in OFDM systems using two-dimensional prolate

F Pena-Campos, R Carrasco-Alvarez… - IEEE transactions on …, 2013 - ieeexplore.ieee.org
Modern communication systems are based on orthogonal frequency division multiplexing
(OFDM). They are designed for dealing with frequency selective channels considering …

Domain knowledge aided neural network for wireless channel estimation

S Chakraborty, D Saha - 2021 IEEE Global Communications …, 2021 - ieeexplore.ieee.org
Channel estimation for Orthogonal Frequency Division Multiplexing (OFDM) transmission is
well investigated with model based approaches. Recent effort also explores the data driven …

[PDF][PDF] Modeling and Estimation of Wireless Multipath Channels

ML Jakobsen - 2009 - projekter.aau.dk
This thesis investigates estimation of time-vaying multipath propagation delay parameters in
a channel estimation framework for communication systems using orthogonal …

[PDF][PDF] ESTIMATION OF SIGNAL PARAMETERS USING DEEP CONVOLUTIONAL NEURAL NETWORKS

S Schieler, S Semper… - arXiv preprint arXiv …, 2022 - researchgate.net
This paper introduces a Deep Learning approach for signal parameter estimation in the
context of wireless channel modeling. Our work is capable of multidimensional parameter …

[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 …

Channel estimation based on statistical frames and confidence level in OFDM systems

X Zhou, C Wang, R Tang, M Zhang - Applied Sciences, 2018 - mdpi.com
Featured Application This channel estimation method can be utilized to improve the
communication quality of OFDM receiver. Abstract Channel estimation is an important …

Deep learning for channel estimation: Interpretation, performance, and comparison

Q Hu, F Gao, H Zhang, S Jin… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Deep learning (DL) has emerged as an effective tool for channel estimation in wireless
communication systems, especially under some imperfect environments. However, even …

Deep Learning Aided Channel Estimation in OFDM Systems

K Garlapati, N Kota, YS Mondreti… - 2022 International …, 2022 - ieeexplore.ieee.org
Orthogonal frequency-division multiplexing has become broadly employed in modern
communication technology with wireless systems. It subdivides a radio channel together into …

A model reduction approach for OFDM channel estimation under high mobility conditions

TY Al-Naffouri, KMZ Islam… - IEEE Transactions on …, 2009 - ieeexplore.ieee.org
Orthogonal frequency-division multiplexing (OFDM) combines the advantages of high
performance and relatively low implementation complexity. However, for reliable coherent …

Analysis and algorithm for non-pilot-aided channel length estimation in wireless communications

X Wang, HC Wu, SY Chang, Y Wu… - … 2008-2008 IEEE …, 2008 - ieeexplore.ieee.org
Channel estimation and equalization techniques are crucial for the ubiquitous wireless
communication systems. Conventional receivers for most wireless standards preset the …