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Low Complexity Radial Basis Function Extension Interpolation Postdistortion Algorithm Based on Recursive Least Squares for Visible Light Communications
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DOI：10.1007/s11277-025-11887-0.png)
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Abstract
En 中文
In visible light communication systems, nonlinear distortion and memory effects caused by light-emitting diodes have been a non-negligible factor limiting system performance. To eliminate such nonlinear and memory effects, a postdistortion receiver based on radial basis function extended (RBFE) interpolation has been proposed. However, this scheme requires the least squares to estimate coefficients, which involves high-dimensional matrix inversion, resulting in unacceptable circuit overhead and power consumption. Aiming at this problem, we propose an RBFE interpolation scheme based on recursive least squares (RLS) to reduce the complexity of training stage. By using RLS to iteratively update the weights, the proposed scheme reduces the computational complexity from \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$O\left( {{N<^>3}} \right)$$\end{document} to \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$O\left( {{N<^>2}} \right)$$\end{document}. Moreover, computer simulation results show that our proposed scheme achieves the comparable performance to RBFE scheme, so the proposed RBFE-RLS scheme could be applicable for practical use because of the low complexity and fast adaptive convergence speed.
Keywords:
Memory effect
Nonlinear distortion
Radial basis function interpolation
Recursive least squares
Visible light communication
Journal
IF:
2.2
Papers:
739
Citations:
1.2W