Title :
A compensation method based on NN at the transmitter and the receiver level for nonlinear distortion in MIMO OFDM systems using MMSE receiver
Author :
Dakhli, Maha Cherif ; Zayani, R. ; Bouallegue, R.
Author_Institution :
Innov´Com Lab., Univ. of Carthage, Tunis, Tunisia
Abstract :
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 HPA (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.
Keywords :
MIMO communication; OFDM modulation; Rayleigh channels; frequency-domain analysis; least mean squares methods; multilayer perceptrons; nonlinear distortion; power amplifiers; radio receivers; radio transmitters; telecommunication computing; Levenberg-Marquardt learning algorithm; MIMO OFDM system; MMSE receiver; OFDM demodulation; Rayleigh fading channel; VBLAST MIMO OFDM; Vertical Bell Laboratories Layered Space-time System; compensation method; feedforward multilayer perceptron; frequency domain; high power amplifier; minimum mean square error; multiple input multiple output system; neural network; nonlinear distortion compensator; orthogonal frequency division multiplexing system; predistortion; receiver level; transmitter; Artificial neural networks; Frequency conversion; Frequency-domain analysis; MIMO; OFDM; Training; CONNPD; HPA; MIMO; MLP; MMSE; NEURAL NETWORK; OFDM; Predistortion; VBLAST;
Conference_Titel :
Signal Processing and Information Technology (ISSPIT), 2012 IEEE International Symposium on
Conference_Location :
Ho Chi Minh City
Print_ISBN :
978-1-4673-5604-6
DOI :
10.1109/ISSPIT.2012.6621256