TY - JOUR
T1 - Codebook-Based Max-Min Energy-Efficient Resource Allocation for Uplink mmWave MIMO-NOMA Systems
AU - Hao, Wanming
AU - Zeng, Ming
AU - Sun, Gangcan
AU - Muta, Osamu
AU - Dobre, Octavia A.
AU - Yang, Shouyi
AU - Gacanin, Haris
N1 - Funding Information:
Manuscript received May 4, 2019; revised August 10, 2019; accepted September 8, 2019. Date of publication September 19, 2019; date of current version December 17, 2019. This work was supported by Henan Post-Doctoral Science Foundation under Grant 19030015, and the National Natural Science Foundation of China under Grant U1604159. The work of Ming Zeng and Octavia A. Dobre has been supported by the Natural Sciences and Engineering Research Council of Canada (NSERC), though its Discovery program. The associate editor coordinating the review of this article and approving it for publication was Y. Liu. (Corresponding author: Gangcan Sun.) W. Hao is with the School of Information Engineering, Zhengzhou University, Zhengzhou 450001, China, and also with the 5G Innovation Centre, Institute of Communication Systems, University of Surrey, Guildford GU2 7XH, U.K. (e-mail: iewmhao@zzu.edu.cn).
Publisher Copyright:
© 2019 IEEE.
PY - 2019/12
Y1 - 2019/12
N2 - In this paper, we investigate the energy-efficient resource allocation problem in an uplink non-orthogonal multiple access (NOMA) millimeter wave system, where the fully-connected-based sparse radio frequency chain antenna structure is applied at the base station (BS). To relieve the pilot overhead for channel estimation, we propose a codebook-based analog beam design scheme, which only requires to obtain the equivalent channel gain. On this basis, users belonging to the same analog beam are served via NOMA. Meanwhile, an advanced NOMA decoding scheme is proposed by exploiting the global information available at the BS. Under predefined minimum rate and maximum transmit power constraints for each user, we formulate a max-min user energy efficiency (EE) optimization problem by jointly optimizing the detection matrix at the BS and transmit power at the users. We first transform the original fractional objective function into a subtractive one. Then, we propose a two-loop iterative algorithm to solve the reformulated problem. Specifically, the inner loop updates the detection matrix and transmit power iteratively, while the outer loop adopts the bi-section method. Meanwhile, to decrease the complexity of the inner loop, we propose a zero-forcing (ZF)-based iterative algorithm, where the detection matrix is designed via the ZF technique. Finally, simulation results show that the proposed schemes obtain a better performance in terms of spectral efficiency and EE than the conventional schemes.
AB - In this paper, we investigate the energy-efficient resource allocation problem in an uplink non-orthogonal multiple access (NOMA) millimeter wave system, where the fully-connected-based sparse radio frequency chain antenna structure is applied at the base station (BS). To relieve the pilot overhead for channel estimation, we propose a codebook-based analog beam design scheme, which only requires to obtain the equivalent channel gain. On this basis, users belonging to the same analog beam are served via NOMA. Meanwhile, an advanced NOMA decoding scheme is proposed by exploiting the global information available at the BS. Under predefined minimum rate and maximum transmit power constraints for each user, we formulate a max-min user energy efficiency (EE) optimization problem by jointly optimizing the detection matrix at the BS and transmit power at the users. We first transform the original fractional objective function into a subtractive one. Then, we propose a two-loop iterative algorithm to solve the reformulated problem. Specifically, the inner loop updates the detection matrix and transmit power iteratively, while the outer loop adopts the bi-section method. Meanwhile, to decrease the complexity of the inner loop, we propose a zero-forcing (ZF)-based iterative algorithm, where the detection matrix is designed via the ZF technique. Finally, simulation results show that the proposed schemes obtain a better performance in terms of spectral efficiency and EE than the conventional schemes.
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U2 - 10.1109/TCOMM.2019.2942308
DO - 10.1109/TCOMM.2019.2942308
M3 - Article
AN - SCOPUS:85077094566
SN - 0090-6778
VL - 67
SP - 8303
EP - 8314
JO - IEEE Transactions on Communications
JF - IEEE Transactions on Communications
IS - 12
M1 - 8844783
ER -