Barzilai-Borwein Gradient Algorithm Based Alternating Minimization for Single User Millimeter Wave Systems

In this letter, we investigated the achievable spectral efficiency and complexity of a single-user millimeter wave massive multiple-input-multiple-output system with hybrid analog/digital transceiver architecture. We then proposed a new low-complexity alternating minimization algorithm based on the...

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Vydané v:IEEE wireless communications letters Ročník 9; číslo 4; s. 508 - 512
Hlavní autori: Mulla, Mustafa, Ulusoy, Ali Hakan, Rizaner, Ahmet, Amca, Hasan
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Piscataway IEEE 01.04.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:
Algorithms
Alternating minimization
Barzilai-Borwein gradient algorithm
Complexity
Computer simulation
Decoders
Efficiency
Euclidean geometry
hybrid precoding
Hybrid systems
massive multiple-input-multiple-output
millimeter wave
Millimeter waves
Optimization
Spectra
ISSN:2162-2337, 2162-2345
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Abstract In this letter, we investigated the achievable spectral efficiency and complexity of a single-user millimeter wave massive multiple-input-multiple-output system with hybrid analog/digital transceiver architecture. We then proposed a new low-complexity alternating minimization algorithm based on the Barzilai-Borwein gradient algorithm to maximize the spectral efficiency. Accordingly, in order to minimize the Euclidean distance between hybrid precoders and the optimal precoder (fully digital precoder), optimization of analog and digital precoders (or decoders) are presented. Simulation results show that in spite of its lower computational complexity the proposed method can achieve almost the same spectral efficiency as the competing methods.
AbstractList In this letter, we investigated the achievable spectral efficiency and complexity of a single-user millimeter wave massive multiple-input-multiple-output system with hybrid analog/digital transceiver architecture. We then proposed a new low-complexity alternating minimization algorithm based on the Barzilai-Borwein gradient algorithm to maximize the spectral efficiency. Accordingly, in order to minimize the Euclidean distance between hybrid precoders and the optimal precoder (fully digital precoder), optimization of analog and digital precoders (or decoders) are presented. Simulation results show that in spite of its lower computational complexity the proposed method can achieve almost the same spectral efficiency as the competing methods.
Author Ulusoy, Ali Hakan
Amca, Hasan
Rizaner, Ahmet
Mulla, Mustafa
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crossref_primary_10_1109_TVT_2022_3165689
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crossref_primary_10_1109_TVT_2023_3245091
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10.1093/imanum/drx015
10.1109/JSAC.1987.1146527
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10.1109/JSTSP.2016.2523903
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SubjectTerms Algorithms
Alternating minimization
Barzilai-Borwein gradient algorithm
Complexity
Computer simulation
Decoders
Efficiency
Euclidean geometry
hybrid precoding
Hybrid systems
massive multiple-input-multiple-output
millimeter wave
Millimeter waves
Optimization
Spectra
Title Barzilai-Borwein Gradient Algorithm Based Alternating Minimization for Single User Millimeter Wave Systems
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