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Enhanced MIMO CSI Estimation Using ACCPM with Limited Feedback.

Authors :
Al-Asadi A
Al-Saedi IRK
Alwane SK
Li H
Alzubaidi L
Source :
Sensors (Basel, Switzerland) [Sensors (Basel)] 2023 Sep 19; Vol. 23 (18). Date of Electronic Publication: 2023 Sep 19.
Publication Year :
2023

Abstract

Multiple Input and Multiple Output (MIMO) is a promising technology to enable spatial multiplexing and improve throughput in wireless communication networks. To obtain the full benefits of MIMO systems, the Channel State Information (CSI) should be acquired correctly at the transmitter side for optimal beamforming design. The analytical centre-cutting plane method (ACCPM) has shown to be an appealing way to obtain the CSI at the transmitter side. This paper adopts ACCPM to learn down-link CSI in both single-user and multi-user scenarios. In particular, during the learning phase, it uses the null space beamforming vector of the estimated CSI to reduce the power usage, which approaches zero when the learned CSI approaches the optimal solution. Simulation results show our proposed method converges and outperforms previous studies. The effectiveness of the proposed method was corroborated by applying it to the scattering channel and winner II channel models.

Details

Language :
English
ISSN :
1424-8220
Volume :
23
Issue :
18
Database :
MEDLINE
Journal :
Sensors (Basel, Switzerland)
Publication Type :
Academic Journal
Accession number :
37766022
Full Text :
https://doi.org/10.3390/s23187965