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 …

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 …

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 …

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 …

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 …

A low-complexity generalized sphere decoding approach for underdetermined linear communication systems: performance and complexity evaluation

P Wang, T Le-Ngoc - IEEE transactions on communications, 2009 - ieeexplore.ieee.org
For underdetermined linear systems, original sphere decoding (SD) algorithms fail due to
zero diagonal elements in the upper-triangular matrix of the QR or Cholesky factorization of …

A new ordering for efficient sphere decoding

K Su, IJ Wassell - … on Communications, 2005. ICC 2005. 2005, 2005 - ieeexplore.ieee.org
This paper presents a novel pre-processing stage that offers significant improvement in the
computational efficiency of sphere decoding by imposing a geometrically-inspired ordering …

Sphere decoding algorithms with improved radius search

W Zhao, GB Giannakis - IEEE transactions on communications, 2005 - ieeexplore.ieee.org
We start by identifying a relatively efficient version of sphere decoding algorithm (SDA) that
performs exact maximum-likelihood (ML) decoding. We develop novel algorithms based on …

An MMP-based approach for detection in large MIMO systems using sphere decoding

AK Sah, AK Chaturvedi - IEEE Wireless Communications …, 2016 - ieeexplore.ieee.org
Sphere decoders (SDs) are known to provide near maximum-likelihood performance in
multiple-input multiple-output systems. But their ability to provide good error performance …