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SVR Based Nonlinear PA Equalization in MIMO System with Rayleigh Channel

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Communications, Signal Processing, and Systems (CSPS 2019)

Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 571))

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Abstract

Power amplifier (PA) nonlinearity has been one of the crucial constraints to the performance of radio frequency (RF) communication systems. The distortion caused by amplitude-phase modulation (APM) results in severe performance degradation. In this paper, we study the effect of PA nonlinear distortion on bit error performance in Multiple-Input Multiple-Output (MIMO) wireless communication systems, and develop a new method based on Support Vector Regression (SVR) to compensate the nonlinear distortion. Under the condition that the receiver has no knowledge of PA distortion parameters, we propose a receiver compensation technique which involves estimating the points of the distorted AM-AM curve based on training using SVR. The proposed scheme can realize a model-free estimation. Simulation results show that, for \(4 \times 4\) MIMO with 16-QAM, the proposed scheme is effective to deal with the nonlinear distortion caused by PAs.

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Acknowledgements

The work presented in this paper was supported by National Natural Science Foundation of China under Grant No. 61671173.

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Correspondence to Shaochuan Wu .

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Zhong, B., Zhang, W., Wu, S., Zhu, Q. (2020). SVR Based Nonlinear PA Equalization in MIMO System with Rayleigh Channel. In: Liang, Q., Wang, W., Liu, X., Na, Z., Jia, M., Zhang, B. (eds) Communications, Signal Processing, and Systems. CSPS 2019. Lecture Notes in Electrical Engineering, vol 571. Springer, Singapore. https://doi.org/10.1007/978-981-13-9409-6_230

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  • DOI: https://doi.org/10.1007/978-981-13-9409-6_230

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  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-13-9408-9

  • Online ISBN: 978-981-13-9409-6

  • eBook Packages: EngineeringEngineering (R0)

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