Invention Grant
- Patent Title: Method of performing communication load balancing with multi-teacher reinforcement learning, and an apparatus for the same
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Application No.: US17957811Application Date: 2022-09-30
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Publication No.: US11750719B2Publication Date: 2023-09-05
- Inventor: Jikun Kang , Xi Chen , Chengming Hu , Ju Wang , Gregory Lewis Dudek , Xue Liu
- Applicant: SAMSUNG ELECTRONICS CO., LTD.
- Applicant Address: KR Suwon-si
- Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee Address: KR Suwon-si
- Agency: Sughrue Mion, PLLC
- Main IPC: H04L67/5682
- IPC: H04L67/5682 ; H04L67/1004 ; H04L41/16

Abstract:
A server may be provided to obtain a load balancing artificial intelligence (AI) model for a plurality of base stations in a communication system. The server may obtain teacher models based on traffic data sets collected from the base stations, respectively; perform a policy rehearsal process including obtaining student models based on knowledge distillation from the teacher models, obtaining an ensemble student model by ensembling the student models, and obtaining a policy model by interacting with the ensemble student mode; provide the policy model to each of the base stations for a policy evaluation of the policy model; and based on a training continue signal being received from at least one of the base stations as a result of the policy evaluation, update the ensemble student model and the policy model by performing the policy rehearsal process on the student models.
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