Robust and fast iterative algorithm based on Levenberg-Marquardt and spectral extrapolation for wideband digital predistortion of RF power amplifiers

The analog-to-digital converter (ADC) is one of the most expensive components in an RF transmitter, conventional digital predistortion (DPD) could be seriously limited in dealing with the wideband feedback signals. Modern wireless communication systems are requiring higher data rate and wider bandwidth, a more powerful linearization technique is required. In this paper, we propose a robust iterative DPD coefficients extraction algorithm based on Levenberg-Marquardt algorithm and spectral extrapolation. By applying this method, the speed of ADC can be reduced significantly and thus save the cost. Experimental results demonstrate that the proposed method is numerically stable and more suitable for iteration than the damped Gauss-Newton method mentioned in [7].

[1]  Wenhua Chen,et al.  A Robust Augmented Complexity-Reduced Generalized Memory Polynomial for Wideband RF Power Amplifiers , 2014, IEEE Transactions on Industrial Electronics.

[2]  Lei Guan,et al.  Band-Limited Volterra Series-Based Digital Predistortion for Wideband RF Power Amplifiers , 2012, IEEE Transactions on Microwave Theory and Techniques.

[3]  J. J. Moré,et al.  Levenberg--Marquardt algorithm: implementation and theory , 1977 .

[4]  P. Handel,et al.  Performance Evaluation of Peak-to-Average Power Ratio Reduction and Digital Pre-Distortion for OFDM Based Systems , 2011, IEEE Transactions on Microwave Theory and Techniques.

[5]  Hui Li,et al.  Performance analysis for scalar digital predistortion , 2013 .

[6]  Haoyu Wang,et al.  Frequency domain data based model extraction for band-limited digital predistortion of wideband RF power amplifiers , 2014 .

[7]  Liu Falin A High Efficiency GaN HEMT Inverse Class-F Power Amplifier Using Parasitic Compensation , 2011 .

[8]  Jingfu Bao,et al.  Comparison of the Behavioral Modelings for RF Power Amplifier With Memory Effects , 2009 .

[9]  Lei Guan,et al.  Optimized Low-Complexity Implementation of Least Squares Based Model Extraction for Digital Predistortion of RF Power Amplifiers , 2012, IEEE Transactions on Microwave Theory and Techniques.

[10]  Y. Akaiwa,et al.  Wideband Digital Predistortion Using Spectral Extrapolation of Band-Limited Feedback Signal , 2014, IEEE Transactions on Circuits and Systems I: Regular Papers.

[11]  Jorge J. Moré,et al.  The Levenberg-Marquardt algo-rithm: Implementation and theory , 1977 .

[12]  Jaehyeong Kim,et al.  A Generalized Memory Polynomial Model for Digital Predistortion of RF Power Amplifiers , 2006, IEEE Transactions on Signal Processing.

[13]  F.M. Ghannouchi,et al.  Behavioral modeling and predistortion , 2009, IEEE Microwave Magazine.

[14]  Yonina C. Eldar,et al.  From Theory to Practice: Sub-Nyquist Sampling of Sparse Wideband Analog Signals , 2009, IEEE Journal of Selected Topics in Signal Processing.