The present invention relates to a solar module serial-to-parallel conversion system for optimizing the MPPT operating voltage based on machine learning, and more particularly, the maximum output point (MPP) ) Even when the input power below It relates to a solar module serial-to-parallel conversion system for optimizing the MPPT operating voltage based on machine learning that can increase the daily power generation time. To this end, the present invention includes a plurality of solar panels exposed to sunlight to generate power; a plurality of inverters respectively connected to the plurality of photovoltaic panels to convert direct current power output from the photovoltaic panel into alternating current power; a plurality of output detection units respectively connected to the plurality of solar panels to detect an output power value of the corresponding solar panels; a switching unit connected between the plurality of photovoltaic panels and the plurality of inverters to transmit the output of each photovoltaic panel to any one photovoltaic panel according to the output power value of each photovoltaic panel; and a control unit receiving the sensing data of the output sensing unit and controlling the switching connection of the switching unit.
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