Efficient sphere polar decoding via synchronous determination

H Zhou, WJ Gross, Z Zhang, X You… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
decoding reducesmuch complexity on the low-rate codes compared with the existing sphere
decoding … At high signal-to-noise ratios, the latency of the proposed decoding is comparable …

A New K Best Sphere Decoder in 16× 16 MIMO System using Deep Learning Algorithm

P Mishra, G Singh - 2023 First International Conference on …, 2023 - ieeexplore.ieee.org
… of a deep learning approach. This paper presents a deep learning based sphere decoder
to … A deep learning-based sphere decoder is presented using 16 × 16 MIMO system for 16 …

A deep learning assisted node-classified redundant decoding algorithm for BCH codes

B Liu, Y Xie, J Yuan - IEEE Transactions on Communications, 2020 - ieeexplore.ieee.org
… Since the deep learning is employed on top of the proposed NC-RD algorithm, in the following,
we will firstly introduce the NC-RD algorithm. Specifically, compared to the conventional …

Deep learning with persistent homology for orbital angular momentum (OAM) decoding

S Rostami, W Saad, CS Hong - IEEE Communications Letters, 2019 - ieeexplore.ieee.org
… new approach that combines effective machine learning tools from persistent homology and
convolutional neural networks (CNNs) is proposed to decode the OAM modes. A Gaussian …

DLNet: Deep learning-aided massive MIMO decoder

S Kumar, A Singh, R Mahapatra - AEU-International Journal of Electronics …, 2022 - Elsevier
… MIMO decoding schemes are complex, impractical, and perform poorly for massive multiple-input
multiple-output (M-MIMO) systems. Deep learning (… MIMO decoder using a deep neural …

Hardware implementation and performance analysis of improved sphere decoder in spatially correlated massive MIMO channels

D Vordonis, V Paliouras - IEEE Open Journal of the …, 2021 - ieeexplore.ieee.org
… Recent works [30], [31] exploit deep learning in order to compute the IR in … on sphere
decoding are described. For constant throughput and complexity, fixed-complexity sphere decoder (…

An efficient software stack sphere decoder for polar codes

H Zhou, W Song, WJ Gross, Z Zhang… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
… In this paper, an efficient software stack sphere decoder (ESSD) based on synchronous
determination is firstly proposed to reduce complexity. The ESSD limits the growth of …

Communication algorithms via deep learning

H Kim, Y Jiang, R Rana, S Kannan, S Oh… - arXiv preprint arXiv …, 2018 - arxiv.org
… designed before being processed by the decoder (example: intersymbol equalization in
cable modems, beamforming and sphere decoding in multiple antenna wireless systems); again …

Physical layer communication via deep learning

H Kim, S Oh, P Viswanath - IEEE Journal on Selected Areas in …, 2020 - ieeexplore.ieee.org
decoder (example: intersymbol equalization in cable modems, beamforming and sphere
decodingDeep learning is fast emerging as capable of learning sophisticated algorithms from …

Novel K best sphere decoders with higher order modulation for internet of things

P Mishra, P Thakur, G Singh - International journal of …, 2022 - Wiley Online Library
sphere decoders using urn:x-wiley:10745351:media:dac5081:dac5081-math-0003 best
algorithm by modifying the conventional sphere decodersdeep learning aided sphere decoder (…