Deep learning-based multi-tone interference suppression for short polar codes

B Husain, H Mohamed, L Haering… - 2021 IEEE 93rd …, 2021 - ieeexplore.ieee.org
In this paper, a novel approach to detect and mitigate multi-tone interference (MTI) in a
coded orthogonal frequency division multiplexing (OFDM) system based on deep neural …

Learning to flip successive cancellation decoding of polar codes with LSTM networks

X Wang, H Zhang, R Li, L Huang, S Dai… - 2019 IEEE 30th …, 2019 - ieeexplore.ieee.org
The key to successive cancellation (SC) flip decoding of polar codes is to accurately identify
the first error bit. The optimal flipping strategy is considered difficult due to lack of an …

ATRNN: Using seq2seq approach for decoding polar codes

A Dhok, S Bhole - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
Polar codes have been chosen by 3GPP as the official error-correcting codes in the control
plane of 5G NR enhanced Mobile Broadband (eMBB) due to their low complexity decoding …

A machine learning based multi-flips successive cancellation decoding scheme of polar codes

B He, S Wu, Y Deng, H Yin, J Jiao… - 2020 IEEE 91st …, 2020 - ieeexplore.ieee.org
The flip-successive cancellation (SCF) decoding algorithm is a decoding scheme to improve
the performance of the SC decoding algorithm under short code length by flipping erroneous …

Low-complexity LSTM-assisted bit-flipping algorithm for successive cancellation list polar decoder

CH Chen, CF Teng, AY Wu - ICASSP 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Polar codes have attracted much attention in the past decade due to their capacity-achieving
performance. The higher decoding capacity is required for 5G and beyond 5G (B5G) …

Learning to decode polar codes with quantized LLRs passing

J Gao, J Dai, K Niu - … on Personal, Indoor and Mobile Radio …, 2019 - ieeexplore.ieee.org
In this paper, a weighted successive cancellation (WSC) algorithm is proposed to improve
the decoding performance of polar codes with the quantized log-likelihood ratio (LLR). The …

A novel scheme to mitigate the rnti-fa in blind detection of 5g polar codes

K Tian, H Wang, M Zhang… - 2022 IEEE 95th Vehicular …, 2022 - ieeexplore.ieee.org
Polar codes have been selected as the channel coding scheme for 5G new radio physical
downlink control channel (NR PDCCH). In 5G NR PDCCH, blind detection is performed by …

Deep learning aided SCL decoding of polar codes with shifted-pruning

Y Lu, M Zhao, M Lei, C Wang… - China Communications, 2023 - ieeexplore.ieee.org
Recently, a generalized successive cancellation list (SCL) decoder implemented with shifted-
pruning (SP) scheme, namely the SCL-SP-ω decoder, is presented for polar codes, which is …

Enhancing channel estimation accuracy in polar-coded MIMO–OFDM systems via CNN with 5G channel models

M Meenalakshmi, S Chaturvedi, VK Dwivedi - AEU-International Journal of …, 2024 - Elsevier
In this paper, a novel channel estimation technique for multiple-input multiple-output
orthogonal frequency-division multiplexing (MIMO–OFDM) systems in fifth generation (5G) …

Neural network based successive cancellation decoding algorithm for polar codes in URLLC

R Zhang, F Liu, Z Zeng, Q Shang… - 2019 16th International …, 2019 - ieeexplore.ieee.org
Polar codes are considered as a competitive candidate for 5G ultra-reliable and low-latency
communication (URLLC) channel codes, but its strict latency and reliability requirements …