METHODS AND DEVICES FOR POWER CONFIGURATIONS IN RADIO COMMUNICATION DEVICES

Devices and methods power configurations of radio communication devices. A device may include a memory storing communication activity data comprising information indicating a plurality of attributes with respect to communication activities over a radio connection between a user equipment (UE) and a base station (BS). The device may further include a processor that is configured to provide the communication activity data to a trained machine learning model configured to predict a communication activity for the radio connection between the UE and the BS and encode a power preference information for transmission to the BS based on the predicted communication activity.