| CPC H04W 28/0942 (2020.05) [H04W 24/02 (2013.01); H04W 28/0861 (2023.05)] | 17 Claims |

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1. A base station load balancing method in a base station, the method comprising:
updating a traffic amount of a current time by reflecting a predicted traffic amount of a future time in the traffic amount of the current time; and
determining parameters necessary for load balancing of the base station by comparing the updated traffic amount of the current time with a predetermined threshold,
wherein the updating includes predicting a traffic amount of the future time from the traffic amount of the current time using a prediction model, and
wherein a weight value of the prediction model is determined through federated learning between a service and operation management system and a plurality of base stations.
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