Invention Grant
- Patent Title: Transfer learning of network traffic prediction model among cellular base stations
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Application No.: US17391708Application Date: 2021-08-02
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Publication No.: US11696153B2Publication Date: 2023-07-04
- Inventor: Xi Chen , Ju Wang , Hang Li , Yi Tian Xu , Di Wu , Xue Liu , Gregory Lewis Dudek , Taeseop Lee , Intaik Park
- 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: H04W16/18
- IPC: H04W16/18 ; H04W16/22
Abstract:
Transfer learning based on prediction determines a similarity between a source base station and a target base station. Importance of parameters is determined and training is adjusted to respect the importance of parameters. A lack of historical data is compensated by selecting a base station as source base station which has a larger amount of historical data.
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