Reduction of Power Envelope Fluctuations in OFDM Signals by using Neural Networks

作者:Jabrane Younes; Gil Jimenez Victor P; Garcia Armada Ana; Said Brahim Ait Es; Ouahman Abdellah Ait
来源:IEEE Communications Letters, 2010, 14(7): 599-601.
DOI:10.1109/LCOMM.2010.07.100385

摘要

One of the main drawbacks of Orthogonal Frequency Division Multiplexing (OFDM) are the large fluctuations of its power envelope. In this letter, a novel and efficient scheme based on Multilayer Perceptron (MLP) Neural Networks (NN) is proposed. The NN synthesizes the Active Constellation Expansion - (ACE) technique which is able to drastically reduce envelope fluctuations. This is achieved with much lower complexity, faster convergence, and better performance compared to previously available methods.

  • 出版日期2010-7