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Deep learning based channel estimation method for mine OFDM system [PDF]

open access: yesScientific Reports, 2023
In this paper, we present a channel estimation approach based on deep learning to solve the problem that the orthogonal frequency division multiplexing (OFDM) system channel estimation algorithm cannot accurately obtain the channel state information in ...
Mingbo Wang   +3 more
doaj   +2 more sources

Channel Estimation for Massive MIMO Systems via Polarized Self-Attention-Aided Channel Estimation Neural Network [PDF]

open access: yesEntropy
Research on deep learning (DL)-based channel estimation for massive multiple-input multiple-output (MIMO) communication systems has attracted considerable interest in recent years. In this paper, we propose a DL-assisted channel estimation algorithm that
Shuo Yang   +5 more
doaj   +2 more sources

Energy-Efficient Channel Estimation [PDF]

open access: yesIEEE Access, 2020
We investigate the energy-efficient channel estimation in wireless networks, where one pilot is inserted for every several data slots to estimate the channel coefficients. Both the channel state information estimation error and the time-varying model are
Guandong Wei   +5 more
doaj   +4 more sources

An Improved SAMP Algorithm for Sparse Channel Estimation in OFDM System [PDF]

open access: yesSensors, 2023
Channel estimation of an orthogonal frequency division multiplexing (OFDM) system based on compressed sensing can effectively reduce the pilot overhead and improve the utilization rate of spectrum resources.
Hao Hu   +3 more
doaj   +2 more sources

Denoising Generalization Performance of Channel Estimation in Multipath Time-Varying OFDM Systems [PDF]

open access: yesSensors, 2023
Although Orthogonal Frequency Division Multiplexing (OFDM) technology is still the key transmission waveform technology in 5G, traditional channel estimation algorithms are no longer sufficient for the high-speed multipath time-varying channels faced by ...
Yinying Li, Xin Bian, Mingqi Li
doaj   +2 more sources

Deep Learning-Based Channel Estimation for mmWave Massive MIMO Systems in Mixed-ADC Architecture [PDF]

open access: yesSensors, 2022
Millimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) systems can significantly reduce the number of radio frequency (RF) chains by using lens antenna arrays, because it is usually the case that the number of RF chains is often much ...
Rui Zhang   +4 more
doaj   +2 more sources

Discrete Fourier Transform with Denoise Model Based Least Square Wiener Channel Estimator for Channel Estimation in MIMO-OFDM [PDF]

open access: yesEntropy, 2022
Multiple-input Multiple-Output (MIMO) systems require orthogonal frequency division multiplexing to operate efficiently in multipath communication (OFDM).
Dhanasekaran S   +5 more
doaj   +2 more sources

Channel Estimation in DCT-Based OFDM [PDF]

open access: yesThe Scientific World Journal, 2014
This paper derives the channel estimation of a discrete cosine transform- (DCT-) based orthogonal frequency-division multiplexing (OFDM) system over a frequency-selective multipath fading channel.
Yulin Wang   +3 more
doaj   +3 more sources

Iterative Joint Estimation Procedure of Channel and PDP for OFDM Systems

open access: yesEntropy, 2022
The power-delay profile (PDP) estimation of wireless channels is an important step to generate a channel correlation matrix for channel linear minimum mean square error (LMMSE) estimation.
Ruixuan He   +5 more
doaj   +1 more source

Model-Driven Deep-Learning-Based Underwater Acoustic OTFS Channel Estimation

open access: yesJournal of Marine Science and Engineering, 2023
Accurate channel estimation is the fundamental requirement for recovering underwater acoustic orthogonal time–frequency space (OTFS) modulation signals.
Yuzhi Zhang   +4 more
doaj   +1 more source

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