Low Complexity Deep Learning-Assisted Golden Code Sphere-Decoding with Sorted Detection Subsets

B Mthethwa, H Xu - SAIEE Africa Research Journal, 2022 - ieeexplore.ieee.org
… But since our sphere decoding algorithm will only search for lattice points using the upper
half of the 2𝑁𝑁 -dimensional received signal vector 𝒛𝒛, as per [15], the lower half only …

Computationally efficient sphere decoding algorithm based on artificial neural networks for long-horizon FCS-MPC

E Zafra, J Granado, VB Lecuyer… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
… been published on this topic proving that the application of deep learning to MIMO decoding
can drastically reduce the complexity of the decoder while preserving its performance [23]–[…

Configurable quasi-optimal sphere decoding for scalable MIMO communications

Y Wu, J McAllister - IEEE Transactions on Circuits and Systems …, 2021 - ieeexplore.ieee.org
Sphere Decoders offer much higher detection accuracy than simple linear equalizers, at
the cost of much more expensive accelerators. Some cost increase is unavoidable since …

Deep learning for joint MIMO detection and channel decoding

T Wang, L Zhang, SC Liew - 2019 IEEE 30th Annual …, 2019 - ieeexplore.ieee.org
… been proposed, eg, MIMO detectors based on sphere decoding [13]–[15], … decoders that
require soft input to achieve superior decoding performance. Sphere decoding and list decoding

Decoding and mapping task states of the human brain via deep learning

X Wang, X Liang, Z Jiang, BA Nguchu… - Human brain …, 2020 - Wiley Online Library
… In this study, we proposed a general deep learning framework for decoding and mapping
ongoing brain task states from whole-brain fMRI signals of humans. After training and testing it …

One-bit sphere decoding for uplink massive MIMO systems with one-bit ADCs

YS Jeon, N Lee, SN Hong… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
… In this paper, a low-complexity detection algorithm inspired by sphere decoding is … -bit-sphere-decoding
(OSD). The key idea of the OSD is to perform the proposed MWD over a sphere, …

Deep learning techniques for decoding polar codes

WJ Gross, N Doan, E Ngomseu Mambou… - Machine learning for …, 2020 - Wiley Online Library
… Recently, deep learning (DL) has shown great … decoding algorithms. In Section 15.3, three
major DL-based approaches for decoding polar codes are presented in terms of decoding

Statistical Radius Selection for Sphere Decoding

M Mehrabi, M Mohammadkarimi… - 2020 IEEE 31st …, 2020 - ieeexplore.ieee.org
sphere decoding with increasing radius search (S-SD-IRS) algorithm is proposed, where the
radiuses of the decoding … Jing, “Deep learning-based sphere decoding,” IEEE Transactions …

Deep learning in encoding and decoding of polar codes

C Yuan, C Wu, D Cheng, Y Yang - Journal of Physics …, 2018 - iopscience.iop.org
… better decoding results, we use the deep learning to modify the parameters in BP decoding
… In addition, there are spherical decoding algorithms and BP decoding algorithms [7]. In the …

[图书][B] Sphere decoding algorithms for digital communications

H Vikalo - 2003 - search.proquest.com
… For the “sphere decoding” algorithm of Fincke and Pohst we find analytic expressions for
the expected complexity. We show that for a wide range of signal-to-noise ratios the expected …