Learning-aided channel estimation for 5G NR

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Channel estimation in 5G NR has been looked at from two different perspectives. On the one hand, we have LMMSE interpolation-based techniques which exploit online channel statistics. On the other hand, we have black box machine learning techniques that only leverage offline statistics. Check out our learning-aided channel estimation technique that is designed to incorporate online statistics within machine learning [1].

[1] N. J. Myers, H. Kwon, Y. Ding, K-B Song, "Learning-aided joint time-frequency channel estimation for 5G new radio (NR)," in Proc. of IEEE Globecom 2021
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Nice work Nitin. I found this video being shared in LinkedIn. It happens to be yours.

atchutram
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Thanks for sharing useful information.

balkrishna
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Many thanks for informative presentation. Is that possible to share power points with us as well?

MostafaRahmaniGhourtani
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Sir how to train neural network....how to obtain datasets for training

ashritasingh