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公开(公告)号：US11672001B2
公开(公告)日：2023-06-06
申请号：US17807060
申请日：2022-06-15
发明人： Krishna K. Bellamkonda , Nischal Patel , John Cooke , Frank Jager
IPC分类号： H04W24/02 , H04W72/541 , H04W88/06 , H04W24/10
CPC分类号： H04W72/541 , H04W24/02 , H04W24/10 , H04W88/06
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 further use AI/ML techniques to generate interference models to reflect types and/or amounts of radio frequency (“RF”) interference measured within the RAN. The system may further determine, based on received RF metrics for a given sector, a particular interference model associated with the sector. Based on a sector model associated with the sector and the determined interference model, one or more actions may be determined in order to remediate any potential interference associated with the sector or surrounding sectors.
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公开(公告)号：US11546780B2
公开(公告)日：2023-01-03
申请号：US17234912
申请日：2021-04-20
IPC分类号： H04L41/0823 , H04W24/02 , G06N20/00
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：US20220417784A1
公开(公告)日：2022-12-29
申请号：US17359760
申请日：2021-06-28
IPC分类号： H04W28/02 , H04W52/24 , H04B17/391 , H04B17/336 , H04W24/10 , H04W16/32
摘要： Systems and methods model earth stations and other captive terrestrial sites as simulated cell sites in a radio access network (RAN) to identify potential cellular network interferers with the earth stations. A computing device selects an earth station within a geographic area of a RAN segment and model the earth station as a cell within the RAN segment, wherein the modeling creates a simulated earth station cell. The computing device obtains sector carrier data for cells in the RAN segment and scores, based on the sector carrier data, neighboring cells to the simulated earth station cell. The scoring indicates a level of potential interference of the neighboring cells with the earth station based on geo-spatial relevance. The computing device identifies projected mobility interference in neighboring cells to the earth station and provides prioritization recommendations for interference mitigation for the earth station based on the scoring and the identifying.
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公开(公告)号：US11445516B2
公开(公告)日：2022-09-13
申请号：US17247186
申请日：2020-12-03
摘要： In some implementations, a device may partition a coverage area associated with a network to form one or more geographic sectors, and may determine a pathloss value for each frequency band of multiple frequency bands and a spatial distribution between cells, within the geographic sector, for each frequency band. The device may determine a degree of contiguous coverage for each frequency band within the geographic sector based on the pathloss value and the spatial distribution between cells for that frequency band, and may determine, based on the degree of contiguous coverage for each frequency band, a specific frequency band, of the multiple frequency bands, to be used as a primary carrier for carrier aggregation in the geographic sector. The device may output information that identifies a carrier aggregation profile that indicates the specific frequency band to be used as the primary carrier for carrier aggregation in the geographic sector.
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公开(公告)号：US10484892B2
公开(公告)日：2019-11-19
申请号：US15899845
申请日：2018-02-20
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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公开(公告)号：US12063504B2
公开(公告)日：2024-08-13
申请号：US17457114
申请日：2021-12-01
IPC分类号： G06F7/04 , H04W12/069 , H04W12/08 , H04W12/79
CPC分类号： H04W12/069 , H04W12/08 , H04W12/79
摘要： A system receives, from a user equipment, a request for access to a wireless communication network and identifies, based on the request, baseline radio frequency (RF) response information associated with the user equipment. The system obtains dynamic RF response information associated with the user equipment and authenticates, based on the dynamic RF response information and the baseline RF response information, the user equipment. The system thereby grants the user equipment access to the wireless communication network and determines context information associated with the user equipment. The system generates, based on the baseline RF response information and the context information, user equipment profile information and sends, to a base station associated with the wireless communication network, the user equipment profile information to facilitate access to the wireless communication network by the user equipment.
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公开(公告)号：US12051913B2
公开(公告)日：2024-07-30
申请号：US17302712
申请日：2021-05-11
发明人： Vijaya Paduvalli , Jin Yang , Greg Augustus Rusu , Arda Aksu , Krishna K. Bellamkonda , Laszlo Joseph Herczku
CPC分类号： H02J50/20 , H02J50/40 , H02J50/80 , H04L43/08 , H02J2310/22
摘要： A device may receive device data identifying Internet of Things (IoT) devices and may receive network data identifying network traffic patterns associated with the IoT devices. The device may process the device data and the network data, with a machine learning model, to determine parameters for charging each of the IoT devices and may determine that a particular IoT device of the IoT devices requires charging based on particular parameters associated with the particular IoT device. The device may receive location data identifying a location of the particular IoT device and may cause, based on the location data, one or more chargers to wirelessly provide a radio frequency power beam to the particular IoT device based on the particular parameters.
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公开(公告)号：US11864002B2
公开(公告)日：2024-01-02
申请号：US17934804
申请日：2022-09-23
发明人： Jin Yang , Krishna K. Bellamkonda
IPC分类号： H04W16/18 , H04W48/18 , H04W24/02 , H04W24/10 , H04W16/22 , H04W88/06 , H04B7/0413 , H04L41/16
CPC分类号： H04W16/18 , H04W16/22 , H04W24/02 , H04W24/10 , H04W48/18 , H04W88/06 , H04B7/0413 , H04L41/16
摘要： A method, a device, and a non-transitory storage medium are described in which a polymorphic algorithm service is provided. The service may coordinate and manage the execution of polymorphic algorithms of various optimization types in a multi-tier network, such as a radio access network or a self-organizing network. The service may coordinate the transition of execution of the polymorphic algorithms among the tiers of the multi-tier network, such that the polymorphic algorithm of a type may be active, for any given node, in a single tier of the multi-tier network. The service may monitor the yield of the optimizations based on various machine learning technologies, polices, and optimization targets. The polymorphic algorithms may operate in different time granularities in correspondence to the tiers of the multi-tier network.
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公开(公告)号：US11641597B2
公开(公告)日：2023-05-02
申请号：US17359760
申请日：2021-06-28
IPC分类号： H04W28/02 , H04W52/24 , H04W16/32 , H04B17/336 , H04W24/10 , H04B17/391
摘要： Systems and methods model earth stations and other captive terrestrial sites as simulated cell sites in a radio access network (RAN) to identify potential cellular network interferers with the earth stations. A computing device selects an earth station within a geographic area of a RAN segment and model the earth station as a cell within the RAN segment, wherein the modeling creates a simulated earth station cell. The computing device obtains sector carrier data for cells in the RAN segment and scores, based on the sector carrier data, neighboring cells to the simulated earth station cell. The scoring indicates a level of potential interference of the neighboring cells with the earth station based on geo-spatial relevance. The computing device identifies projected mobility interference in neighboring cells to the earth station and provides prioritization recommendations for interference mitigation for the earth station based on the scoring and the identifying.
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公开(公告)号：US20230007860A1
公开(公告)日：2023-01-12
申请号：US17934804
申请日：2022-09-23
发明人： Jin Yang , Krishna K. Bellamkonda
摘要： A method, a device, and a non-transitory storage medium are described in which a polymorphic algorithm service is provided. The service may coordinate and manage the execution of polymorphic algorithms of various optimization types in a multi-tier network, such as a radio access network or a self-organizing network. The service may coordinate the transition of execution of the polymorphic algorithms among the tiers of the multi-tier network, such that the polymorphic algorithm of a type may be active, for any given node, in a single tier of the multi-tier network. The service may monitor the yield of the optimizations based on various machine learning technologies, polices, and optimization targets. The polymorphic algorithms may operate in different time granularities in correspondence to the tiers of the multi-tier network.
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