Digital pre-distortion system and method based on random forest algorithm

The invention discloses a digital pre-distortion system and method based on a random forest algorithm. The system comprises a digital pre-distortion model based on the random forest algorithm, a digital-to-analog converter, a transmitter link and a power amplifier. The method comprises the following...

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Hauptverfasser: YU CHAO, ZHU XIAOWEI, ZHAO YINSHUANG, YU YUCHENG, CHEN PENG
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses a digital pre-distortion system and method based on a random forest algorithm. The system comprises a digital pre-distortion model based on the random forest algorithm, a digital-to-analog converter, a transmitter link and a power amplifier. The method comprises the following steps: establishing a digital pre-distortion model by using a training set and a verification set, establishing a digital pre-distortion system, and operating the system; according to the system and the method, pre-distortion processing is carried out on an input signal through a digital pre-distortion model, so that the input signal has a nonlinear characteristic opposite to the input and output characteristics of a power amplifier, and then the pre-processed signal passes through a digital-to-analog converter, a transmitter link and the power amplifier to obtain an output signal in a linear amplification relationship with an original input signal. And linear amplification of the signal is realized. According to