“…In DC-DC converters, light-load efficiency which is highly related to battery lifetime for portable devices, is much lower than heavy-load efficiency due to the higher ratio of power loss to output power at light-load [1,2,3,4]. On the other hand, DC-DC converters with high switching frequency at tens or hundreds of megahertz have obtained wide research attention, due to their advantages of high integration level and high power density [5,6,7,8]. However, high switching frequency also increases switching loss and harms efficiency especially light-load efficiency [9,10,11,12].…”