共 53 条
Multiuser Detection for Nonlinear MIMO Uplink
被引:10
作者:
Chen, Sheng
[1
,2
]
Ng, Soon Xin
[1
]
Khalaf, Emad F.
[3
]
Morfeq, Ali
[3
]
Alotaibi, Naif D.
[3
]
机构:
[1] Univ Southampton, Sch Elect & Comp Sci, Southampton SO17 1BJ, Hants, England
[2] King Abdulaziz Univ, Jeddah 21589, Saudi Arabia
[3] King Abdulaziz Univ, Fac Engn, Elect & Comp Engn Dept, Jeddah 21589, Saudi Arabia
关键词:
MIMO communication;
Quadrature amplitude modulation;
Uplink;
Multiuser detection;
Transmitters;
Splines (mathematics);
Channel estimation;
Multi-input multi-output (MIMO);
uplink;
multiuser detection;
nonlinear high power amplifier;
nonlinear MIMO channel;
complex-valued B-spline neural network;
DECISION-FEEDBACK EQUALIZATION;
FREQUENCY-DOMAIN EQUALIZATION;
VALUED B-SPLINE;
TRANSCEIVER DESIGN;
PREDISTORTER DESIGN;
SYSTEMS;
TRANSMIT;
CHANNELS;
MODELS;
D O I:
10.1109/TCOMM.2019.2949991
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
For the multiple-input multiple-output (MIMO) uplink employing high-order quadrature amplitude modulation (QAM) signaling and with nonlinear high power amplifiers (HPAs) at mobile users' transmitters, the existing multiuser detection methods can no longer be applied. We propose a novel nonlinear multiuser detection scheme for the nonlinear MIMO uplink. Specifically, we adopt an effective B-spline parameterization of the nonlinear transmit HPAs and derive an efficient and accurate algorithm to identify the nonlinear MIMO uplink channel, including the nonlinear B-spline model of the nonlinear transmit HPAs and the estimate of the linear MIMO channel matrix. Moreover, as the direct result of this nonlinear MIMO channel identification, the B-spline inverse model of nonlinear transmit HPAs can readily be identified. The nonlinear multiuser detection can be effectively implemented by the zero-forcing linear detection based on the estimated linear MIMO channel and followed by compensating the nonlinear distortion of the nonlinear transmit HPAs based on the estimated B-spline inverse model. An extensive simulation investigation is performed to demonstrate the effectiveness of our proposed nonlinear multiuser detection scheme for nonlinear MIMO uplink with high-order QAM signaling.
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页码:207 / 219
页数:13
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