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公开(公告)号：US11304074B1
公开(公告)日：2022-04-12
申请号：US17107502
申请日：2020-11-30
发明人： Krishna K. Bellamkonda , Nischal Patel , Jin Yang
摘要： A system described herein may provide for the use of artificial intelligence/machine learning (“AI/ML”) techniques to generate models for various locations or regions (e.g., sectors) associated with one or more radio access networks (“RANs”) of a wireless network. The system may determine Key Performance Indicators (“KPIs”) or other attributes that are of particular relevance or importance for a given sector model, and may determine actions to perform with respect to particular sectors in order to enhance performance according to the KPIs that are of particular relevance to a sector model determined with respect to the particular sectors.
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公开(公告)号：US20210297876A1
公开(公告)日：2021-09-23
申请号：US17234912
申请日：2021-04-20
摘要： A method, a device, and a non-transitory storage medium are described in which a polymorphic algorithm-based network slice orchestrator service is provided. The service may manage network slices based on radio access network performance metrics, core network performance metrics, network slice performance metrics, a machine learning framework, and polymorphic algorithms. The service may be applied to a multi-tier network. The service may include management of a data network access point of the network slice on a per-tier basis.
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公开(公告)号：US11019644B2
公开(公告)日：2021-05-25
申请号：US16570016
申请日：2019-09-13
摘要： A middle-tier self-organizing network (mSON) may obtain configuration parameters concerning a cluster, one or more operating profiles, and one or more usage schedules respectively associated with the one or more operating profiles, from a centralized self-organizing network (cSON). The mSON may identify a distributed self-organizing network (dSON) of one or more dSONs associated with the cluster and may select, based on identifying the dSON, an operating profile, of the one or more operating profiles, and a respective usage schedule of the one or more usage schedules. The mSON may generate, based on the configuration parameters, monitoring information, and may send the operating profile, the usage schedule, and the monitoring information to the dSON.
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公开(公告)号：US11012872B1
公开(公告)日：2021-05-18
申请号：US16823952
申请日：2020-03-19
摘要： A method, a device, and a non-transitory storage medium are described in which a polymorphic algorithm-based network slice orchestrator service is provided. The service may manage network slices based on radio access network performance metrics, core network performance metrics, network slice performance metrics, a machine learning framework, and polymorphic algorithms. The service may be applied to a multi-tier network. The service may include management of a data network access point of the network slice on a per-tier basis.
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公开(公告)号：US10939444B1
公开(公告)日：2021-03-02
申请号：US16570026
申请日：2019-09-13
摘要： A device may determine a coverage area associated with a base station. The device may determine a handover weight associated with one or more user equipments (UEs) connected to the base station in the coverage area, wherein the handover weight indicates a degree of mobility of the one or more UEs. The device may identify a geographic region associated with the coverage area and may determine information concerning the geographic region that includes information concerning one or more roads in the geographic region. The device may determine a mobility rating associated with the coverage area based on the handover weight or the information concerning the geographic region. The device may select a beam management profile based on the mobility rating and may send the beam management profile to a different device to allow the different device to control the base station according to the beam management profile.
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公开(公告)号：US11855786B2
公开(公告)日：2023-12-26
申请号：US18166650
申请日：2023-02-09
发明人： Jin Yang , Richard Hornby , Krishna K. Bellamkonda , Ahmed Moussa
IPC分类号： H04L1/1867 , H04L1/1812 , H04W28/24 , H04W80/02 , H04L1/1829
CPC分类号： H04L1/189 , H04L1/1819 , H04W28/24 , H04W80/02
摘要： Systems and methods described herein provide for intelligent differentiated retransmissions in Radio Access Networks (RANs), such as Fifth Generation New Radio (5G-NR) networks, to provide consistent low latency for different service requirements. A network device determines if consistent low latency is required for a communication session requested by a user equipment (UE) device. The network device selects, based on the determining, retransmission settings for the communication session and sends the retransmission settings to an access station of a radio access network (RAN).
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公开(公告)号：US11706642B2
公开(公告)日：2023-07-18
申请号：US17653334
申请日：2022-03-03
发明人： Krishna K. Bellamkonda , Nischal Patel , Jin Yang
摘要： A system described herein may provide for the use of artificial intelligence/machine learning (“AI/ML”) techniques to generate models for various locations or regions (e.g., sectors) associated with one or more radio access networks (“RANs”) of a wireless network. The system may determine Key Performance Indicators (“KPIs”) or other attributes that are of particular relevance or importance for a given sector model, and may determine actions to perform with respect to particular sectors in order to enhance performance according to the KPIs that are of particular relevance to a sector model determined with respect to the particular sectors.
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公开(公告)号：US20230188273A1
公开(公告)日：2023-06-15
申请号：US18166650
申请日：2023-02-09
发明人： Jin Yang , Richard Hornby , Krishna K. Bellamkonda , Ahmed Moussa
IPC分类号： H04L1/1867 , H04W80/02 , H04W28/24 , H04L1/1812
CPC分类号： H04L1/189 , H04L1/1819 , H04W28/24 , H04W80/02
摘要： Systems and methods described herein provide for intelligent differentiated retransmissions in Radio Access Networks (RANs), such as Fifth Generation New Radio (5G-NR) networks, to provide consistent low latency for different service requirements. A network device determines if consistent low latency is required for a communication session requested by a user equipment (UE) device. The network device selects, based on the determining, retransmission settings for the communication session and sends the retransmission settings to an access station of a radio access network (RAN).
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公开(公告)号：US11641589B2
公开(公告)日：2023-05-02
申请号：US16588018
申请日：2019-09-30
摘要： A computer device may include a memory configured to store instructions and a processor configured to execute the instructions to classify a plurality of base station sectors into a plurality of context categories based on a context that includes a measure of cell density and a measure of mobility. The processor may be further configured to select a context category from the plurality of context categories; determine a coverage and quality optimization parameter adjustment, a capacity optimization parameter adjustment, and a accessibility optimization parameter adjustment for a subset of the base station sectors classified in the selected context category; and instruct base stations associated with the subset of base station sectors to implement the coverage and quality optimization parameter adjustment, the capacity optimization parameter adjustment, and the accessibility optimization parameter adjustment.
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40.发明授权公开(公告)号：US11638171B2
公开(公告)日：2023-04-25
申请号：US17349537
申请日：2021-06-16
发明人： Krishna K. Bellamkonda , Jin Yang
摘要： A system described herein may provide for the use of modeling techniques to generate models associated with various locations or regions (e.g., sectors) associated with one or more radio access networks (“RANs”) of a wireless network, as well as for one or more mobile radio units (“MRUs”) that include wireless network infrastructure and which may be dynamically moved from one location to another. The system may identify attributes of a location within the network at which the MRU is located, and may automatically configure base stations of the RAN as well as the wireless network infrastructure of the MRU in order to optimize the operation of the RAN, as well as to gain optimal usage of the MRU.
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