Abstract
Reconfigurable intelligent surface (RIS)-assisted multiuser millimeter-wave (mmWave) wireless systems have emerged as cost-effective and energy-efficient wireless solutions for the future 6G communications. In this paper, RIS-assisted energy-efficient hybrid precoding schemes are introduced as a promising technology that can achieve a transmission in an intelligent way. In addition, an RIS-assisted machine learning (ML) inspired energy-efficient hybrid precoding scheme that requires low-cost and energy-efficient switches and inverters is considered, where the adaptive cross entropy (ACE) optimization algorithm is employed to find the corresponding optimal precoding weights. Besides, imperfect channel state information (CSI) in both the source-to-RIS channel and RIS-to-destination channel links is assumed to be known. Extensive simulations have been conducted to evaluate the effect of imperfect CSI on the achievable sum-rate and the energy efficiency of the proposed RIS-assisted hybrid precoding schemes. Additionally, the performance of the proposed hybrid precoders is compared to that of the conventional hybrid precoding schemes. The results reveal that the proposed hybrid precoding architectures outperform the conventional schemes with large number of reflecting elements, and the performance is significantly degraded in the presence of imperfect CSI.
Original language | English |
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Title of host publication | Proceedings of the International Conference on Computer, Information, and Telecommunication Systems, CITS 2021 |
Editors | Mohammad S. Obaidat, Semih Bilgen, Kuei-Fang Hsiao, Petros Nicopolitidis, Sema Oktug, Yu Guo |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
ISBN (Electronic) | 9781665449137 |
DOIs | |
State | Published - 2021 |
Externally published | Yes |
Event | 2021 International Conference on Computer, Information, and Telecommunication Systems, CITS 2021 - Istanbul, Turkey Duration: 11 Nov 2021 → 13 Nov 2021 |
Publication series
Name | Proceedings of the International Conference on Computer, Information, and Telecommunication Systems, CITS 2021 |
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Conference
Conference | 2021 International Conference on Computer, Information, and Telecommunication Systems, CITS 2021 |
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Country/Territory | Turkey |
City | Istanbul |
Period | 11/11/21 → 13/11/21 |
Bibliographical note
Publisher Copyright:© 2021 IEEE.
Keywords
- 6G
- Energy-efficient hybrid precoding
- imperfect CSI
- mMIMO
- reconfigurable intelligent surface (RIS)
ASJC Scopus subject areas
- Artificial Intelligence
- Computer Networks and Communications
- Computer Science Applications
- Hardware and Architecture
- Information Systems
- Information Systems and Management