CPC H04L 1/0026 (2013.01) [G06F 18/214 (2023.01); G06N 3/04 (2013.01); H04L 1/0017 (2013.01); H04L 1/005 (2013.01)] | 16 Claims |
1. A method for decoding user data by an apparatus in a wireless network, comprising:
segregating, by the apparatus, in-phase data and quadrature data (IQ data) streams, based on quadrature amplitude modulation (QAM) scheme of each of the IQ data streams;
determining, by the apparatus, a channel condition associated with each of the QAM schemes of the segregated IQ data streams;
receiving, by the apparatus, user data associated with a plurality of network parameters, based on the segregated IQ data streams and the determined channel conditions;
training, by the apparatus, a neural network using the plurality of network parameters;
computing, by the apparatus, a log likelihood ratio (LLR) using the trained neural network;
transferring, by the apparatus, the computed LLR to a physical layer; and
decoding, by the apparatus, the received user data using the computed LLR.
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