Deep learning based interference exploitation in 1-bit massive MIMO precoding
File(s)
Author(s)
Hossienzadeh, Mohsen
Aghaeinia, Hassan
Kazemi, Mohammad
Type
Journal Article
Abstract
In this paper, we focus on one-bit precoding approach for downlink massive multiple-input multiple-output (MIMO) systems, where we exploit the concept of constructive interference (CI) employing deep learning (DL) techniques. One of the main performance limiting factors in wireless communication systems is interference, which needs to be minimized or mitigated. By controlling the interference signals in order to add up constructively at the receiver side, there is a possibility to improve the system performance. This paper presents a DL-based one-bit precoding scheme that improves the massive MIMO performance via CI exploitation in the presence of one-bit digital to analog converters (DAC) as a hardware impairment. More precisely, for phase shift keying signaling, we first formulate the optimization problem in order to maximize the CI effects in the case of a base station equipped with one-bit DACs. Then, after solving the optimization problem and creating a large enough dataset, a DL network is trained to do the precoding. Numerical results show that the DL-based solution approaches the performance of the conventional interference exploitation one-bit precoding schemes in the massive MIMO systems while having an order of magnitude less complexity.
Date Issued
2023
Date Acceptance
2023-02-02
Citation
IEEE Access, 2023, 11, pp.17096-17103
ISSN
2169-3536
Publisher
IEEE
Start Page
17096
End Page
17103
Journal / Book Title
IEEE Access
Volume
11
Copyright Statement
CCBY - IEEE is not the copyright holder of this material. Please follow the instructions via https://creativecommons.org/licenses/by/4.0/ to obtain full-text articles and stipulations in the API documentation.
License URL
Identifier
https://ieeexplore.ieee.org/document/10044093
Subjects
Codes
Computer Science
Computer Science, Information Systems
deep learning
Deep learning
DESIGN
Engineering
Engineering, Electrical & Electronic
Interference
interference exploitation
Massive MIMO
MULTIUSER DOWNLINK
ONE-BIT
one-bit DAC
Phase shift keying
precoding
Precoding
Radio frequency
Science & Technology
Symbols
SYSTEMS
Technology
Telecommunications
Publication Status
Published
Date Publish Online
2023-02-14