Aspects described herein include devices and methods for an
envelope tracking power supply. In some aspects, the
envelope tracking power supply includes an envelope
signal input port, an output power port, an input interface circuit coupled to the envelope
signal input port, sensing and conditioning circuitry, and
amplifier circuitry coupled between the input interface circuit and the sensing and conditioning circuitry, the
amplifier circuitry having one or more control inputs. The
envelope tracking power supply additionally includes switcher circuitry coupled to the output of the sensing and conditioning circuitry, and the output power port, and the supply further includes output filter circuitry coupled to the output power port and
machine learning circuitry configured to receive state
tracking data for performance of a transmit power
amplifier (PA) that receives power via the output power port.