Journal of Xidian University

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Fast RPEM algorithm in satellite communication

LI Liangshan;YANG Yuhong;WANG Lan   

  1. (Institute of Information System Engineering, Information Engineering Univ., Zhengzhou 450001, China)
  • Received:2015-11-09 Online:2016-12-20 Published:2017-01-19

Abstract:

The memory polynomial pre-distortion is an effective technique to compensate the nonlinearity for the satellite channel. However, its adaptive algorithm has the defect of the slow convergence speed. To counteract this problem, a fast shrinkage Recursive Prediction Error Method (SH-RPEM) algorithm is devised for the memory polynomial pre-distortion over the nonlinear satellite channel. By using a known Shrinkage method and L1-L2 minimization formulation, the relationship between the noise-free posteriori and priori error signal is obtained. Furthermore, an optimal forgetting factor which can significantly enhance the convergence speed is proposed by minimizing the mean square of the noise-free posteriori error signal. Simulation results show that the SH-RPEM algorithm can effectively suppress constellation wrapping and spectrum regrowth of the signal and solve the nonlinear distortion. Moreover, the SH-RPEM algorithm can achieve a faster convergence speed and better stability without increasing the computational complexity.

Key words: satellite communication, nonlinear, pre-distortion, channel


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