DNN assisted sphere decoder

A Askri, GRB Othman - 2019 IEEE International Symposium on …, 2019 - ieeexplore.ieee.org
A modified sphere decoding (SD) scheme is proposed for multiple-input multiple-output
(MIMO) communication systems in this paper. The contribution of the paper includes the …

Deep learning-based sphere decoding

M Mohammadkarimi, M Mehrabi… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
In this paper, a deep learning (DL)-based sphere decoding algorithm is proposed, where the
radius of the decoding hypersphere is learned by a deep neural network (DNN). The …

Reduced complexity sphere decoding

B Li, E Ayanoglu - Wireless Communications and Mobile …, 2011 - Wiley Online Library
In multiple‐input multiple‐output (MIMO) systems, sphere decoding (SD) can achieve a
performance equivalent to a full‐search maximum likelihood decoding, with reduced …

Learning-aided deep path prediction for sphere decoding in large MIMO systems

D Weon, K Lee - IEEE Access, 2020 - ieeexplore.ieee.org
In this paper, we propose a novel learning-aided sphere decoding (SD) scheme for large
multiple-input-multiple-output systems, namely, deep path prediction-based sphere …

A complexity-efficient sphere decoder for MIMO systems

S Han, C Tellambura - 2011 IEEE International Conference on …, 2011 - ieeexplore.ieee.org
It is well known that although the conventional sphere decoder (SD) achieves optimal
maximum likelihood (ML) performance at a reduced complexity compared to the naive ML …

Deep learning aided low complex sphere decoding for MIMO detection

J Liao, J Zhao, F Gao, GY Li - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this paper, we propose a deep learning based sphere decoding (SD) scheme to reduce
the detection complexity for the multiple-input multiple-output (MIMO) communication …

Application of deep learning to sphere decoding for large MIMO systems

NT Nguyen, K Lee, H DaiIEEE - IEEE Transactions on Wireless …, 2021 - ieeexplore.ieee.org
Although the sphere decoder (SD) is a powerful detector for multiple-input multiple-output
(MIMO) systems, it has become computationally prohibitive in massive MIMO systems …

Reduced complexity sphere decoding via a reordered lattice representation

L Azzam, E Ayanoglu - IEEE Transactions on Communications, 2009 - ieeexplore.ieee.org
In this letter, we propose a reordering of the channel representation for Sphere Decoding
(SD) where the real and imaginary parts of each jointly detected symbol are decoded …

A new approach for fast generalized sphere decoding in MIMO systems

Z Yang, C Liu, J He - IEEE Signal Processing Letters, 2004 - ieeexplore.ieee.org
A new generalized sphere decoder (GSD), called a double-layer sphere decoder (DLSD), is
proposed for under-determined MIMO systems with fewer receive antennas N than transmit …

On further reduction of complexity in tree pruning based sphere search

B Shim, I Kang - IEEE transactions on Communications, 2010 - ieeexplore.ieee.org
In this letter, we propose an extension of the probabilistic tree pruning sphere decoding
(PTP-SD) algorithm that provides further improvement of the computational complexity with …