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1.
公开(公告)号:US11570648B2
公开(公告)日:2023-01-31
申请号:US17152669
申请日:2021-01-19
Applicant: Samsung Electronics Co., Ltd.
Inventor: Vishnu Vardhan Ratnam , Samuel Albert , Rubayet Shafin , Hao Chen , Yan Xin , Mandar N. Kulkarni , Jianzhong Zhang
Abstract: A method for operating a base station is provided. The method includes in response to a triggering event, fetching information on a base station (BS) configuration parameters comprising a location, a height, an antenna pattern, and topographical details surrounding the BS; determining the BS configuration parameters that are error prone and require re-estimation; obtain measurement reports created by at least one user equipment (UE); determining an audit method to perform an audit correction, the audit correction based on the one or more of the BS configuration parameters to re-estimate, available BS information and the measurement reports; performing the audit correction, to obtain a result based on a computed score for each candidate value of the BS configuration parameters; generating, based on the result, one or more corrective actions; and adjusting at least one of the BS configuration parameters based on the one or more corrective actions.
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公开(公告)号:US20240224065A1
公开(公告)日:2024-07-04
申请号:US18148365
申请日:2022-12-29
Applicant: Samsung Electronics Co., Ltd.
Inventor: Yan Xin , Mehmet N. Kurt , Samuel Albert , Russell Ford , Semih Yagli , Jianzhong Zhang
Abstract: Methods and apparatuses for automating configuration management in cellular networks. A method of a UE comprises: training, based on historical samples, a regression model y using samples obtained from a set of parameters, wherein the regression model y comprises a function of a first term X and a second term h; and predicting, based on the regression model y, a target KPI to capture parameter impacts corresponding to the second term h.
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公开(公告)号:US11528620B2
公开(公告)日:2022-12-13
申请号:US17393329
申请日:2021-08-03
Applicant: Samsung Electronics Co., Ltd.
Inventor: Samuel Albert , Vishnu Vardhan Ratnam , Yan Xin
IPC: H04W24/02 , H04W24/10 , H04B17/11 , H04B17/373
Abstract: A core network entity (CNE) can predict received signal strength values for base station (BS). In response to a triggering event, the CNE fetches information on BS configuration parameters, including at least one of: a BS class, a BS location, a BS height, an orientation of the BS, a BS antenna pattern, and topographical details surrounding the BS. The BS obtains, processes and forwards to the CNE, measurement reports created by a user equipment (UE) including a signal strength value and a location of the UE. The CNE pools the measurement reports based on the BS class and, in response to another triggering event, recalibrates signal strength prediction tools, which can predict received signal strength values from the BS to a location in a vicinity of the BSs. The CNE also pools and stores the measurement reports and corresponding BS configuration parameters, after post processing and compression.
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公开(公告)号:US20250158850A1
公开(公告)日:2025-05-15
申请号:US18930930
申请日:2024-10-29
Applicant: Samsung Electronics Co., Ltd.
Inventor: Samuel Albert , Thuy Van Nguyen , Yeqing Hu , Yang Li , Yan Xin , Jianzhong Zhang
IPC: H04L25/02 , H04B17/336
Abstract: A method includes acquiring, by a processor of an electronic device, information associated with channel and noise covariances. The method includes determining one or more time-domain rectangular filters based on the information associated with the channel and noise covariances. The method includes generating one or more convolutional kernels based on the one or more rectangular filters applied to the channel and noise covariances in a time-domain. The method includes generating a codebook based on the one or more convolutional kernels, the codebook comprising N codewords. Further, the method can include establishing a communication link to a gNB configured to: receive a reference signal from a user equipment; receive the codebook; calculate channel statistics using a low complexity algorithm; execute a decision tree classifier to select a codeword from the codebook stored in memory of the gNB; and apply the selected codeword as convolution kernel for channel estimation.
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公开(公告)号:US20250071508A1
公开(公告)日:2025-02-27
申请号:US18614620
申请日:2024-03-22
Applicant: Samsung Electronics Co., Ltd.
Inventor: Daoud Burghal , Hao Chen , Han Wang , Samuel Albert , Xiaochuan Ma , Yan Xin , Russell Ford , Yong Ren
IPC: H04W4/021
Abstract: An electronic device includes a transceiver configured to receive information related to an action request or rule. The electronic device further includes a processor operatively coupled to the transceiver. The processor is configured to determine that the action is location based, and identify a zone within which the electronic device is located. The identification of the zone is based on at least one of a first reception by the transceiver of at least one signal indicative of a location of the electronic device, and a second reception by the transceiver of at least one response to a transmission of a signal indicative of a location of the electronic device. The processor is further configured to trigger an action based on the action request or rule and the identified zone.
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公开(公告)号:US20250056183A1
公开(公告)日:2025-02-13
申请号:US18793492
申请日:2024-08-02
Applicant: Samsung Electronics Co., Ltd.
Inventor: Samuel Albert , Xiaochuan Ma , Daoud Burghal , Hao Chen , Russell Douglas Ford , Yan Xin , Jianzhong Zhang
Abstract: A method includes selecting a subset of access points from among multiple candidate access points associated with a building. The method also includes receiving Wi-Fi signal strength data from the subset of access points. The method further includes using a machine learning (ML) localization algorithm to determine a proximity of a device within the building based on the received Wi-Fi signal strength data.
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7.
公开(公告)号:US20210360456A1
公开(公告)日:2021-11-18
申请号:US17152669
申请日:2021-01-19
Applicant: Samsung Electronics Co., Ltd.
Inventor: Vishnu Vardhan Ratnam , Samuel Albert , Rubayet Shafin , Hao Chen , Yan Xin , Mandar N. Kulkarni , Jianzhong Zhang
Abstract: A method for operating a base station is provided. The method includes in response to a triggering event, fetching information on a base station (BS) configuration parameters comprising a location, a height, an antenna pattern, and topographical details surrounding the BS; determining the BS configuration parameters that are error prone and require re-estimation; obtain measurement reports created by at least one user equipment (UE); determining an audit method to perform an audit correction, the audit correction based on the one or more of the BS configuration parameters to re-estimate, available BS information and the measurement reports; performing the audit correction, to obtain a result based on a computed score for each candidate value of the BS configuration parameters; generating, based on the result, one or more corrective actions; and adjusting at least one of the BS configuration parameters based on the one or more corrective actions.
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公开(公告)号:US12273744B2
公开(公告)日:2025-04-08
申请号:US17814186
申请日:2022-07-21
Applicant: Samsung Electronics Co., Ltd.
Inventor: Mehmet N. Kurt , Samuel Albert , Yan Xin , Russell Douglas Ford , Jianzhong Zhang
IPC: H04W24/02 , H04L41/0823 , H04L41/5009
Abstract: A method includes partitioning a set of configuration management (CM) data for one or more cellular network devices into multiple distinct time intervals, each time interval associated with a distinct set of CM settings at the one or more cellular network devices, the CM data comprising multiple CM parameters. The method also includes determining a regression model based on the set of CM data. The method also includes applying the regression model to compute a distinct set of scores and compare the set of scores to estimate whether a performance of the one or more cellular network devices has changed during a second time interval relative to a first time interval.
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公开(公告)号:US20240334203A1
公开(公告)日:2024-10-03
申请号:US18408462
申请日:2024-01-09
Applicant: Samsung Electronics Co., Ltd.
Inventor: Samuel Albert , Yan Xin , Jianzhong Zhang
IPC: H04W24/02
CPC classification number: H04W24/02
Abstract: A method includes partitioning a set of configuration management (CM) data for one or more cellular network devices into multiple distinct time intervals. The method also includes determining one or more temporal points of interest in each time interval based on whether CM changes exist during that time interval. The method also includes, for each temporal point of interest in each time interval, identifying a first set of data samples before that temporal point of interest and a second set of data samples after that temporal point of interest, and averaging features and a target key performance indicator (KPI) in the first set of data samples and in the second set of data samples. The method also includes performing regression analysis to determine an impact of the features on the target KPI.
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公开(公告)号:US20230047057A1
公开(公告)日:2023-02-16
申请号:US17814186
申请日:2022-07-21
Applicant: Samsung Electronics Co., Ltd.
Inventor: Mehmet N. Kurt , Samuel Albert , Yan Xin , Russell Douglas Ford , Jianzhong Zhang
IPC: H04W24/02 , H04L41/5009 , H04L41/0823
Abstract: A method includes partitioning a set of configuration management (CM) data for one or more cellular network devices into multiple distinct time intervals, each time interval associated with a distinct set of CM settings at the one or more cellular network devices, the CM data comprising multiple CM parameters. The method also includes determining a regression model based on the set of CM data. The method also includes applying the regression model to compute a distinct set of scores and compare the set of scores to estimate whether a performance of the one or more cellular network devices has changed during a second time interval relative to a first time interval.
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