公开(公告)号：US20230007501A1

公开(公告)日：2023-01-05

申请号：US17929740

申请日：2022-09-05

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Velin Kounev ,  Yaron Kanza ,  Arun Jotshi

IPC: H04W16/18 ,  H04W24/08 ,  G06N20/00

Abstract: A processing system may obtain usage volume information for endpoint devices for at least one cell site of a cellular network, determine at least one earning value of the at least one cell site based upon a summation of an earning metric of each of the endpoint devices for the at least one cell site, the earning metric comprising for each of the endpoint devices in a given time period: a total earning for the cellular network from the endpoint device times a ratio of the usage volume via the at least one cell site divided by the total usage volume via the cellular network, train a prediction model to predict an earning value of a new cell site, based upon geospatial features of the at least one cell site as predictor factors, and determine a predicted earning value of the new cell site via the prediction model.

公开(公告)号：US11528061B2

公开(公告)日：2022-12-13

申请号：US17227922

申请日：2021-04-12

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Philip Brown ,  Krystian Czapiga ,  Arun Jotshi ,  Yaron Kanza ,  Velin Kounev ,  Poornima Suresh

IPC: H04B7/04 ,  H04B7/0426 ,  H04B7/06 ,  H04B7/08 ,  H01Q15/02

Abstract: Aspects of the subject disclosure may include, for example, calculating a Fresnel zone about a line of sight (LoS) between a pair of antennas positioned on antenna mounts. The Fresnel zone is projected onto a geospatial grid of 3D cells, each having a height above a horizontal plane. Cells that intersect the Fresnel zone projection are selected to obtain a subset cells with constraint heights determined according to heights of the subset cells that are adjusted according to the Fresnel zone. The LoS is revised according to an algorithm to obtain a set of updated LoS. Those updated LoS that do not intersect the set of adjusted constraint heights are identified as solutions that include an optimal solution, should one exist. Other embodiments are disclosed.

公开(公告)号：US20220393723A1

公开(公告)日：2022-12-08

申请号：US17890361

申请日：2022-08-18

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Philip Brown ,  Krystian Czapiga ,  Arun Jotshi ,  Yaron Kanza ,  Velin Kounev ,  Poornima Suresh

IPC: H04B7/0426 ,  H04B7/08 ,  H04B7/06

Abstract: Aspects of the subject disclosure may include, for example, calculating a Fresnel zone about a line of sight (LoS) between a pair of antennas positioned on antenna mounts. The Fresnel zone is projected onto a geospatial grid of 3D cells, each having a height above a horizontal plane. Cells that intersect the Fresnel zone projection are selected to obtain a subset cells with constraint heights determined according to heights of the subset cells that are adjusted according to the Fresnel zone. The LoS is revised according to an algorithm to obtain a set of updated LoS. Those updated LoS that do not intersect the set of adjusted constraint heights are identified as solutions that include an optimal solution, should one exist. Other embodiments are disclosed.

公开(公告)号：US20220377568A1

公开(公告)日：2022-11-24

申请号：US17389416

申请日：2021-07-30

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Yaron Kanza ,  Arun Jotshi ,  Velin Kounev ,  Krystian Czapiga

IPC: H04W16/18 ,  G06T7/70 ,  H04B17/391 ,  G06T15/06 ,  G06T15/50

Abstract: Aspects of the subject disclosure may include, for example, network deployment or radio-propagation computation based on a combination of photon mapping and machine learning including supporting near-real-time computation of the radio transmissions for different layouts of antennas and allowing examination of a large variety of antenna locations and layouts, changing configuration details, e.g., tilting antennas or optimally selecting the sector that each antenna covers, and so on. Other embodiments are disclosed.

公开(公告)号：US20220351008A1

公开(公告)日：2022-11-03

申请号：US17867798

申请日：2022-07-19

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Velin Kounev ,  Yaron Kanza ,  Arun Jotshi ,  Weiwei Duan

IPC: G06K9/62 ,  G06N3/04 ,  H04W16/18 ,  G06N3/08 ,  G06V10/22

Abstract: Aspects of the subject disclosure may include, for example, obtaining user input identifying a first user-identified network feature of a training image of a geographical region. The training image and the user-identified feature are provided to a neural network adapted to train itself according to the user-identified features to obtain a first trained result that classifies objects within the image according to the user-identified feature. The training image and the first trained result are displayed, and user-initiated feedback is obtained to determine whether a training requirement has been satisfied. If not satisfied, the user-initiated feedback is provided to the neural network, which retrains itself according to the feedback to obtain a second trained result that identifies an updated machine-recognized feature of the training image. The process is repeated until a training requirement has been satisfied, after which a map is annotated according to the machine-recognized feature. Other embodiments are disclosed.

公开(公告)号：US20220329290A1

公开(公告)日：2022-10-13

申请号：US17227922

申请日：2021-04-12

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Philip Brown ,  Krystian Czapiga ,  Arun Jotshi ,  Yaron Kanza ,  Velin Kounev ,  Poornima Suresh

IPC: H04B7/0426 ,  H04B7/08 ,  H04B7/06

Abstract: Aspects of the subject disclosure may include, for example, calculating a Fresnel zone about a line of sight (LoS) between a pair of antennas positioned on antenna mounts. The Fresnel zone is projected onto a geospatial grid of 3D cells, each having a height above a horizontal plane. Cells that intersect the Fresnel zone projection are selected to obtain a subset cells with constraint heights determined according to heights of the subset cells that are adjusted according to the Fresnel zone. The LoS is revised according to an algorithm to obtain a set of updated LoS. Those updated LoS that do not intersect the set of adjusted constraint heights are identified as solutions that include an optimal solution, should one exist. Other embodiments are disclosed.

公开(公告)号：US20220174503A1

公开(公告)日：2022-06-02

申请号：US17105951

申请日：2020-11-27

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Velin Kounev ,  Yaron Kanza ,  Arun Jotshi

IPC: H04W16/18 ,  G06Q10/08 ,  G06N20/00 ,  H04W24/02

Abstract: A processing system may obtain a map comprising a plurality of geographical objects, identify a first label of a first geographical object that identifies a first geographical object type, identify a second label of a second geographical, identify a geospatial relationship between the first and second geographical objects, and apply an input data set comprising geospatial relationship information of the first geographical object to a geospatial relationship model to obtain an output comprising a confidence factor of the first label of the first geographical object. The geospatial relationship model may be associated with the first geographical object type and is to output the confidence factor based upon the input data set. The input data set may include the geospatial relationship between the first and second geographical objects. The processing system may then apply at least one modification to the map based upon the confidence factor.

公开(公告)号：US11159954B2

公开(公告)日：2021-10-26

申请号：US16784937

申请日：2020-02-07

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Velin Kounev ,  Yaron Kanza ,  Arun Jotshi ,  Krystian Czapiga

IPC: H04W16/18 ,  H04W72/04 ,  H04B17/391 ,  H04B7/06 ,  H04B7/0456 ,  H04B17/318 ,  H04B7/0452 ,  H04B7/0413 ,  H04B7/022 ,  H04B7/0417 ,  H04B7/08 ,  H04B17/30 ,  H04B7/0408 ,  H04B17/309 ,  H04B10/112 ,  H04B17/12 ,  H04B17/336 ,  H04B17/373 ,  H04W24/08 ,  H04B7/0404 ,  H04B7/0426 ,  H04W16/28 ,  H04W16/22 ,  H04W16/14 ,  H04W24/02 ,  H04W24/10 ,  H04W84/12 ,  H04L25/02 ,  G01S5/02 ,  G01S19/22 ,  G01S13/87 ,  G01S19/42 ,  H04L5/00 ,  H04L1/00

Abstract: Architectures and techniques are presented that improve or enhance a network planning procedure such as interactively planning suitable locations for transceiver sites that communicate with one another. Map data indicative of a 3D depiction of a physical space can be presented to a user interface device. Input indicative of a first transceiver site and a second transceiver site can be received. A Fresnel zone between the first transceiver site and the second transceiver site can be determined based on the map data. An interactive representation of the Fresnel zone can be presented to the user interface device.

公开(公告)号：US20210328803A1

公开(公告)日：2021-10-21

申请号：US16854418

申请日：2020-04-21

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Yaron Kanza ,  Divesh Srivastava ,  Tamraparni Dasu ,  Eleftherios Koutsofios

IPC: H04L9/32 ,  G06F16/23

Abstract: Aspects of the subject disclosure may include, for example, a device with a processing system including a processor; and a memory that stores executable instructions that, when executed by the processing system, facilitate performance of operations including receiving a first record of sending a file and a hash for the file from a sender of the file; recording the first record on a blockchain; providing the first record to a receiver of the file; and monitoring a predetermined time period in which to receive a second record of receiving the file and the hash for the file. Other embodiments are disclosed.

公开(公告)号：US20210250777A1

公开(公告)日：2021-08-12

申请号：US16784937

申请日：2020-02-07

Applicant: AT&T Intellectual Property I, L.P.

Inventor： Velin Kounev ,  Yaron Kanza ,  Arun Jotshi ,  Krystian Czapiga

IPC: H04W16/18 ,  H04B17/391 ,  H04W72/04

Abstract: Architectures and techniques are presented that improve or enhance a network planning procedure such as interactively planning suitable locations for transceiver sites that communicate with one another. Map data indicative of a 3D depiction of a physical space can be presented to a user interface device. Input indicative of a first transceiver site and a second transceiver site can be received. A Fresnel zone between the first transceiver site and the second transceiver site can be determined based on the map data. An interactive representation of the Fresnel zone can be presented to the user interface device.