Performance of adaptive algorithms for compensation of radio over fiber links

This paper considers the adaptive predistortion of the nonlinear distortions in a Radio over Fiber (RoF) link. In particular, we modify and compare two adaptive algorithms developed originally for the compensation of the linear systems, namely LMS and variable step size normalized LMS (VS NLMS). A recursive least squares (RLS) solution is used as a reference. Our simulation results indicate that over 40 dB improvement of adjacent channel power ratios can be achieved via the predistortion. Furthermore, we show that in the compensation of the nonlinear RoF link, the LMS can be used in such a way that its performance is comparable to more complex RLS.

[1]  Tiebao Yang,et al.  Performance of Variable Step-Size LMS Algorithms for Linear Adaptive Inverse Control Systems , 2004, Student Conference On Engineering, Sciences and Technology.

[2]  Jean-Marc Vesin,et al.  Stochastic gradient identification of polynomial Wiener systems: analysis and application , 2001, IEEE Trans. Signal Process..

[3]  Bahram Jalali,et al.  Adaptive equalisation for broadband predistortion linearisation of optical transmitters , 2005 .

[4]  John G. Proakis,et al.  Digital Communications , 1983 .

[5]  Abu B. Sesay,et al.  Adaptive asymmetric linearization of radio over fiber links for wireless access , 2002, IEEE Trans. Veh. Technol..

[6]  Aarne Mämmelä,et al.  Adaptive Predistortion Architecture for Nonideal Radio Transmitter , 2008, VTC Spring 2008 - IEEE Vehicular Technology Conference.

[7]  Hamed S. Al-Raweshidy,et al.  Radio Over Fiber Technologies for Mobile Communications Networks , 2002 .

[8]  Reza Sedaghat,et al.  FPGA-Based adaptive digital predistortion for radio-over-fiber links , 2006, Microprocess. Microsystems.

[9]  Bernard Widrow Adaptive inverse control , 1990, Defense, Security, and Sensing.

[10]  Dennis R. Morgan,et al.  A robust digital baseband predistorter constructed using memory polynomials , 2004, IEEE Transactions on Communications.

[11]  Abu B. Sesay,et al.  Higher order adaptive filter based predistortion for nonlinear distortion compensation of radio over fiber links , 2000, 2000 IEEE International Conference on Communications. ICC 2000. Global Convergence Through Communications. Conference Record.

[12]  Ali H. Sayed,et al.  Variable step-size NLMS and affine projection algorithms , 2004, IEEE Signal Processing Letters.

[13]  Neeli R. Prasad,et al.  Fibre Optic Networks for Distributed and Extendible Heterogeneous Radio Architectures and Service Provisioning - CRRM Functional Architecture and Interference Scenarios on FUTON Project , 2008 .