Machine learning based antenna selection and power allocation in multi-user MISO systems

TX Vu, L Lei, S Chatzinotas… - … Symposium on Modeling …, 2019 - ieeexplore.ieee.org
We investigate the performance of multi-user multiple-antenna downlinks via joint antenna
selection and power control design. In order to fully exploit the spatial diversity while …

Machine learning-enabled joint antenna selection and precoding design: From offline complexity to online performance

TX Vu, S Chatzinotas, VD Nguyen… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
We investigate the performance of multi-user multiple-antenna downlink systems in which a
base station (BS) serves multiple users via a shared wireless medium. In order to fully …

Deep Learning Based Joint Multi-User MISO Power Allocation and Beamforming Design

C Vahapoglu, TJ O'Shea, T Roy, S Ulukus - arXiv preprint arXiv …, 2024 - arxiv.org
The evolution of fifth generation (5G) wireless communication networks has led to an
increased need for wireless resource management solutions that provide higher data rates …

Joint user ordering, beamforming and power allocation for downlink MIMO-NOMA systems

X Ding, Y Chen, Y Lu - 2020 12th International Symposium on …, 2020 - ieeexplore.ieee.org
This paper investigates the power minimization problem for the downlink of multi-input multi-
output non-orthogonal multiple access (MIMO-NOMA) systems. The problem aims to …

Near-optimal user clustering and power control for uplink MISO-NOMA networks

J Zhang, M Liu, K Xiong… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
This paper investigates the user clustering and power control in the uplink multiple-input
single-output non-orthogonal multiple access (MISO-NOMA) networks. A joint optimization …

Deep learning based beamforming neural networks in downlink MISO systems

W Xia, G Zheng, Y Zhu, J Zhang, J Wang… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
Beamforming techniques play an important role in multi-antenna communication systems
and this work focuses on the downlink power minimization problem under a set of quality of …

Average power analysis and user clustering design for MISO-NOMA systems

Z Sun, Y Jing - 2020 IEEE 21st International Workshop on …, 2020 - ieeexplore.ieee.org
This paper investigates the power consumption and user-clustering of a multi-cluster multi-
input single-output non-orthogonal multiple access (MISO-NOMA) systems. First, we derive …

Resource allocation in IRSs aided MISO-NOMA networks: A machine learning approach

X Gao, Y Liu, X Liu, Z Qin - GLOBECOM 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
A novel framework of intelligent reflecting surface (IRS)-aided multiple-input single-output
(MISO) non-orthogonal multiple access (NOMA) network is proposed, where a base station …

Joint beamforming and power optimization with iterative user clustering for MISO-NOMA systems

Z Liu, L Lei, N Zhang, G Kang, S Chatzinotas - IEEE Access, 2017 - ieeexplore.ieee.org
In this paper, we minimize the transmit power for multiple-input single-output and
nonorthogonal multiple access systems. In our analysis, a large number of users are …

Joint power allocation and antenna selection for network sum-rate maximization in clustered downlink noma networks

MW Baidas, AM AbdelGhaffar… - … Symposium on Networks …, 2021 - ieeexplore.ieee.org
This paper considers the problem of joint power allocation and antenna selection (J-PA-AS)
for downlink clustered non-orthogonal multiple-access (NOMA) networks. In particular, the …