Patent ID: 11930414
Assignee: SAMSUNG ELECTRONICS CO., LTD.
Field: Computer technology (Electrical engineering)
Classification: CPC H  G  Y | IPC G  H

Claim 7:
8. An apparatus for load balancing in a wireless communication system, the apparatus comprising:
a transceiver;
a memory storing one or more instructions; and
at least one processor connected to the transceiver and configured to execute the one or more instructions stored in the memory to:
receive a bandwidth utilization, a number of active user equipments (UEs), and an average throughput from at least one base station (BS);
obtain first state data based on the bandwidth utilization, the number of active UEs, and the average throughput;
obtain first action data associated with an active UE load balancing (AULB) and first goal data for obtaining a second action data, by inputting the first state data and a first reward data to a first reinforcement learning model;
obtain a second action data associated with an Idle UE load balancing (IULB), by inputting the first state data, the first goal data, and second reward data to a second reinforcement learning model;
determine a third action data associated with both the AULB and the IULB, based on the first action data and the second action data; and
transmit the third action data to the at least one base station (BS).