Systems and methods may optimize power consumption for RAN devices. A device obtains field data of user equipment (UE) devices for a group of cells during a time interval. The device computes cell boundaries for each cell and computes a cumulative overlap feature within the geographic area of interest for each cell of the group of cells during a future time period. The device determines updated cell boundaries that correspond to a reduced energy consumption needed to meet service requirements during the future time period.