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公开(公告)号:US11218844B2
公开(公告)日:2022-01-04
申请号:US16988405
申请日:2020-08-07
Applicant: Apple Inc.
Inventor: Farouk Belghoul , Christian W. Mucke , Rafael L. Rivera-Barreto , Ayman F. Naguib , Rohan C. Malthankar , Ben-Heng Juang , Kushal M. Chawda , Sumit Saxena
Abstract: A network controller, a user equipment (UE) device, and associated methods for conducting intelligent enhanced multimedia broadcast multicast services (eMBMS). A network controller receives user preference information and location information from a plurality of UEs. The network controller selects one or more data packages to transmit using eMBMS in one or more broadcast regions based on the user preference information and the location information. The one or more data packages may comprise an updated machine learning model in a distributed learning application. The network controller provides an indication to a remote device to broadcast the one or more data packages in the respective one or more broadcast regions using eMBMS.
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公开(公告)号:US20220366278A1
公开(公告)日:2022-11-17
申请号:US17320978
申请日:2021-05-14
Applicant: Apple Inc.
Inventor: Jia Liu , Aditya Singh Tomar , Kushal M. Chawda , Sumit Saxena
Abstract: Systems and methods for configuring hardware resources of an electronic device based on operating characteristics of the electronic device are provided. In one embodiment, a processor may configure the hardware resources of the electronic device that equally weighs decisions made by a machine learning (ML) engine and a finite state machine (FSM) engine. In another embodiment, the processor may configure the hardware resources of the electronic device that gives greater weight to decisions made by the ML engine compared to decisions made by the FSM engine. In yet another embodiment, the processor may configure the hardware resources of the electronic device that gives greater weight to decisions made by the FSM engine compared to decisions made by the ML engine.
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公开(公告)号:US10743147B2
公开(公告)日:2020-08-11
申请号:US16145323
申请日:2018-09-28
Applicant: Apple Inc.
Inventor: Farouk Belghoul , Christian W. Mucke , Rafael L. Rivera-Barreto , Ayman F. Naguib , Rohan C. Malthankar , Ben-Heng Juang , Kushal M. Chawda , Sumit Saxena
Abstract: A network controller, a user equipment (UE) device, and associated methods for conducting intelligent enhanced multimedia broadcast multicast services (eMBMS). A network controller receives user preference information and location information from a plurality of UEs. The network controller selects one or more data packages to transmit using eMBMS in one or more broadcast regions based on the user preference information and the location information. The one or more data packages may comprise an updated machine learning model in a distributed learning application. The network controller provides an indication to a remote device to broadcast the one or more data packages in the respective one or more broadcast regions using eMBMS.
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4.
公开(公告)号:US20200374662A1
公开(公告)日:2020-11-26
申请号:US16988405
申请日:2020-08-07
Applicant: Apple Inc.
Inventor: Farouk Belghoul , Christian W. Mucke , Rafael L. Rivera-Barreto , Ayman F. Naguib , Rohan C. Malthankar , Ben-Heng Juang , Kushal M. Chawda , Sumit Saxena
Abstract: A network controller, a user equipment (UE) device, and associated methods for conducting intelligent enhanced multimedia broadcast multicast services (eMBMS). A network controller receives user preference information and location information from a plurality of UEs. The network controller selects one or more data packages to transmit using eMBMS in one or more broadcast regions based on the user preference information and the location information. The one or more data packages may comprise an updated machine learning model in a distributed learning application. The network controller provides an indication to a remote device to broadcast the one or more data packages in the respective one or more broadcast regions using eMBMS.
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公开(公告)号:US20190243743A1
公开(公告)日:2019-08-08
申请号:US15968684
申请日:2018-05-01
Applicant: Apple Inc.
Inventor: Sumit Saxena , Kushal M. Chawda , Ben-Heng Juang , Arun G. Mathias , Sairam T. Gutta
CPC classification number: G06F11/3612 , G06F16/2365 , G06N3/0445 , G06N3/0472
Abstract: The subject technology extracts features from each log line of a log file. The subject technology determines, based on the features, a sequence of log lines. The subject technology determines probabilities of log lines occurring within a window of time from a respective log line from the sequence of log lines, and determines probabilities of periods of time within the window of time that a next log line will occur after the respective log line. The subject technology segments log lines from the log file into sequences of log lines based on the probabilities of the set of log lines occurring within the window of time and the probabilities of periods of time that the next log line occurs after the respective log line. The subject technology determines a predicted subsequent log line, and detects an anomaly when an actual subsequent log line differs from the predicted subsequent log line.
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6.
公开(公告)号:US20190132708A1
公开(公告)日:2019-05-02
申请号:US16145323
申请日:2018-09-28
Applicant: Apple Inc.
Inventor: Farouk Belghoul , Christian W. Mucke , Rafael L. Rivera-Barreto , Ayman F. Naguib , Rohan C. Malthankar , Ben-Heng Juang , Kushal M. Chawda , Sumit Saxena
CPC classification number: H04W4/06 , G06N20/00 , H04L12/1845 , H04L12/189 , H04W4/029
Abstract: A network controller, a user equipment (UE) device, and associated methods for conducting intelligent enhanced multimedia broadcast multicast services (eMBMS). A network controller receives user preference information and location information from a plurality of UEs. The network controller selects one or more data packages to transmit using eMBMS in one or more broadcast regions based on the user preference information and the location information. The one or more data packages may comprise an updated machine learning model in a distributed learning application. The network controller provides an indication to a remote device to broadcast the one or more data packages in the respective one or more broadcast regions using eMBMS.
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