A Compensation Method Based on NN at the Transmitter and the Receiver Level for Nonlinear Distortion in MIMO OFDM Sytems Using MMSE Receiver

被引:0
|
作者
Cherif Dakhli, Maha [1 ]
Zayani, Rafik [1 ]
Bouallegue, Ridha [1 ]
机构
[1] Univ Carthage, SupCom, InnovCom Lab, Tunis, Tunisia
来源
2012 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY (ISSPIT) | 2012年
关键词
VBLAST; MIMO; OFDM; HPA; NEURAL NETWORK; Predistortion; CONNPD; MLP; MMSE;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a Non-Linear (NL) distortion compensator based on Neural Network (NN) accompanied with MMSE (Minimum Mean Square Error) which corrects the nonlinearity introduced by HP A (High Power Amplifier). The neural network consists on a feed-forward Multi-Layer Perceptron (MLP) associated with Levenberg-Marquardt learning algorithm. In this paper, the correction is done at the transmitter after HPA and at the receiver level after OFDM demodulation. We present the structure of the NN adapted to both the predistortion (NN-PD) and frequency domain. Finally some simulation results are presented in a VBLAST MIMO OFDM (Vertical Bell Laboratories Layered Space-Time Multiple-Input Multiple-Output Orthogonal Frequency Division Multiplexing) system running under a Rayleigh fading channel.
引用
收藏
页码:31 / 36
页数:6
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