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Published in 2018 at "IEEE Transactions on Communications"
DOI: 10.1109/tcomm.2018.2834408
Abstract: In some orthogonal frequency division multiplexing (OFDM) systems, a number of OFDM symbols form one subframe and consecutive subframes may be allocated to different users. The power estimation and the gain adjustment need to be…
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Keywords:
subframe;
ofdm systems;
cyclic prefix;
ofdm symbol ... See more keywords
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Published in 2020 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2020.2976004
Abstract: In this paper, we introduce a reservoir computing (RC) structure, namely, windowed echo state network (WESN), for multiple-input-multiple-output orthogonal frequency-division multiplexing (MIMO-OFDM) symbol detection. We show that adding buffers in input layers is able to…
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Keywords:
symbol detection;
symbol;
mimo ofdm;
ofdm symbol ... See more keywords
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Published in 2021 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2021.3051317
Abstract: In this paper, we investigate online learning-based MIMO-OFDM symbol detection strategies focusing on a special recurrent neural network (RNN) – reservoir computing (RC). We first introduce the Time-Frequency RC to take advantage of the structural…
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Keywords:
mimo;
time;
rcnet;
ofdm symbol ... See more keywords