| CPC H03F 1/0238 (2013.01) [G06N 3/09 (2023.01); H02M 3/1584 (2013.01); H03F 2200/451 (2013.01)] | 24 Claims |

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1. A method for predicting envelope features and generating a switching converter control signal in an envelope tracking power supply, comprising:
according to baseband data or data after modulation mapping, predicting, by a first neural network model, and outputting a peak value of a peak point of a radio frequency envelope signal, a time point corresponding to the peak value, a valley value of a valley point of the radio frequency envelope signal and a time point corresponding to the valley point;
according to the valley point of the radio frequency envelope signal and the time point corresponding to the valley point, sending, by a reference value generating module, a generated reference value to a pulse width modulation control signal generating module to obtain a low-bandwidth switching converter control switch signal;
according to adjacent valley point and peak point of the radio frequency envelope signal, and time points corresponding to the adjacent valley point and peak point, sending, by a status determiner, generated status information to a high-bandwidth control signal generating module to obtain a high-bandwidth switching converter control switch signal; and
when the radio frequency envelope signal is in an ascending status, according to a key information string comprising the peak value, the valley value, and the time points respectively corresponding to the peak value and the valley value, determining a slope k of a connecting line between the valley point and the peak point, sending, by a slope calculator, the calculated slope k to a filter inductor control signal module, and selecting and turning on a corresponding filter inductor in a high-bandwidth switching converter.
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