Hybrid Precoding via Successive Refinement for Millimeter Wave MIMO Communication Systems

We propose a hybrid precoding design for spatial multiplexing in millimeter wave massive multiple-input multiple-output systems. The proposed design relies on the popular orthogonal matching pursuit (OMP) algorithm. The OMP algorithm uses necessary columns of the right/left (for receiver/transmitter...

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Vydáno v:IEEE communications letters Ročník 21; číslo 5; s. 991 - 994
Hlavní autoři: Mirza, Jawad, Ali, Bakhtiar, Saud Naqvi, Syed, Saleem, Saqib
Médium: Journal Article
Jazyk:angličtina
Vydáno: IEEE 01.05.2017
Témata:
Algorithm design and analysis
Baseband
hybrid beamforming
limited feedback
Matching pursuit algorithms
MIMO
Precoding
Radio frequency
Transmitters
ISSN:1089-7798
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Abstract We propose a hybrid precoding design for spatial multiplexing in millimeter wave massive multiple-input multiple-output systems. The proposed design relies on the popular orthogonal matching pursuit (OMP) algorithm. The OMP algorithm uses necessary columns of the right/left (for receiver/transmitter) unitary matrix of the channel (obtained via a singular value decomposition) to obtain the initial baseband (digital) precoder using principles of basis pursuit. The resulting baseband precoder is then used to refine the RF (analog) precoder. This iterative refinement improves the quality of hybrid preocders. Quantization of the RF and baseband precoding matrices is also discussed for limited feedback systems, where the high-dimensional RF precoder is quantized using codebooks generated using the <inline-formula> <tex-math notation="LaTeX">K- </tex-math></inline-formula>means clustering algorithm. On the other hand, the low-dimensional baseband precoder is quantized using well-known Grassmannian codebooks. Simulation results show that the proposed scheme performs close to the fully digital precoding scheme.
AbstractList We propose a hybrid precoding design for spatial multiplexing in millimeter wave massive multiple-input multiple-output systems. The proposed design relies on the popular orthogonal matching pursuit (OMP) algorithm. The OMP algorithm uses necessary columns of the right/left (for receiver/transmitter) unitary matrix of the channel (obtained via a singular value decomposition) to obtain the initial baseband (digital) precoder using principles of basis pursuit. The resulting baseband precoder is then used to refine the RF (analog) precoder. This iterative refinement improves the quality of hybrid preocders. Quantization of the RF and baseband precoding matrices is also discussed for limited feedback systems, where the high-dimensional RF precoder is quantized using codebooks generated using the <inline-formula> <tex-math notation="LaTeX">K- </tex-math></inline-formula>means clustering algorithm. On the other hand, the low-dimensional baseband precoder is quantized using well-known Grassmannian codebooks. Simulation results show that the proposed scheme performs close to the fully digital precoding scheme.
Author Saud Naqvi, Syed
Ali, Bakhtiar
Saleem, Saqib
Mirza, Jawad
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Cites_doi 10.1109/TIT.1982.1056489
10.1109/ITA.2013.6522603
10.1109/TSP.2011.2159211
10.1109/JSTSP.2016.2523903
10.1109/TWC.2014.011714.130846
10.1109/JSAC.2008.081002
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SubjectTerms Algorithm design and analysis
Baseband
hybrid beamforming
limited feedback
Matching pursuit algorithms
MIMO
Precoding
Radio frequency
Transmitters
Title Hybrid Precoding via Successive Refinement for Millimeter Wave MIMO Communication Systems
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