Article (Scientific journals)
Joint Bit Allocation and Hybrid Beamforming Optimization for Energy Efficient Millimeter Wave MIMO Systems
Kaushik, Aryan; Vlachos, Evangelos; Tsinos, Christos et al.
2021In IEEE Transactions on Green Communications and Networking, 5 (1), p. 119-132
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Joint Bit Allocation and Hybrid Beamforming Optimization for Energy Efficient Millimeter Wave MIMO Systems
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Abstract :
[en] In this paper, we aim to design highly energy efficient end-to-end communication for millimeter wave multiple-input multiple-output systems. This is done by jointly optimizing the digital-to-analog converter (DAC)/analog-to-digital converter (ADC) bit resolutions and hybrid beamforming matrices. The novel decomposition of the hybrid precoder and the hybrid combiner to three parts is introduced at the transmitter (TX) and the receiver (RX), respectively, representing the analog precoder/combiner matrix, the DAC/ADC bit resolution matrix and the baseband precoder/combiner matrix. The unknown matrices are computed as a solution to the matrix factorization problem where the optimal fully digital precoder or combiner is approximated by the product of these matrices. A novel and efficient solution based on the alternating direction method of multipliers is proposed to solve these problems at both the TX and the RX. The simulation results show that the proposed solution, where the DAC/ADC bit allocation is dynamic during operation, achieves higher energy efficiency when compared with existing benchmark techniques that use fixed DAC/ADC bit resolutions.
Disciplines :
Computer science
Author, co-author :
Kaushik, Aryan
Vlachos, Evangelos
Tsinos, Christos
Thompson, John
CHATZINOTAS, Symeon  ;  University of Luxembourg > Interdisciplinary Centre for Security, Reliability and Trust (SNT) > SigCom
External co-authors :
yes
Language :
English
Title :
Joint Bit Allocation and Hybrid Beamforming Optimization for Energy Efficient Millimeter Wave MIMO Systems
Publication date :
2021
Journal title :
IEEE Transactions on Green Communications and Networking
eISSN :
2473-2400
Publisher :
Institute of Electrical and Electronics Engineers (IEEE)
Volume :
5
Issue :
1
Pages :
119-132
Peer reviewed :
Peer Reviewed verified by ORBi
Focus Area :
Security, Reliability and Trust
Name of the research project :
10.13039/501100001866-Fonds National de la Recherche Luxembourg; 10.13039/501100000266-Engineering and Physical Sciences Research Council;
Funders :
Fonds National de la Recherche Luxembourg and Engineering and Physical Sciences Research Council
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