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公开(公告)号：US11580728B2
公开(公告)日：2023-02-14
申请号：US17356897
申请日：2021-06-24
Applicant: X Development LLC
Inventor： Ananya Gupta , Phillip Ellsworth Stahlfeld , Bangyan Chu
IPC: G06T17/05 , G06K9/00 , G06T11/20 , G06T5/30 , G06T7/73 , G06T7/60 , G06F16/587 , G06F16/29 , H02J3/00 , G06V20/10 , G06T7/50 , G06F30/18 , G06K9/62
Abstract: Methods, systems, and apparatus, including computer programs encoded on a storage device, for electric grid asset detection are enclosed. An electric grid asset detection method includes: obtaining overhead imagery of a geographic region that includes electric grid wires; identifying the electric grid wires within the overhead imagery; and generating a polyline graph of the identified electric grid wires. The method includes replacing curves in polylines within the polyline graph with a series of fixed lines and endpoints; identifying, based on characteristics of the fixed lines and endpoints, a location of a utility pole that supports the electric grid wires; detecting an electric grid asset from street level imagery at the location of the utility pole; and generating a representation of the electric grid asset for use in a model of the electric grid.
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公开(公告)号：US20220357383A1
公开(公告)日：2022-11-10
申请号：US17729627
申请日：2022-04-26
Applicant: X Development LLC
Inventor： Phillip Ellsworth Stahlfeld , Ananya Gupta
Abstract: Methods, systems, and apparatus, including computer programs encoded on a storage device, for identifying phases of electrical grid wires are disclosed. A method includes identifying, within an image of a utility pole, a cross-arm supporting multiple wires; identifying a cardinal orientation of the cross-arm based on characteristics of the image; and determining, based on the cardinal orientation of the cross-arm, an electrical phase for each of the wires supported by the cross-arm. Identifying the cardinal orientation of the cross-arm includes: determining an orientation of the cross-arm relative to an axis of a field of view of the image; determining a cardinal orientation of the axis of the field of view; and estimating the cardinal orientation of the cross-arm based on an angular difference between the orientation of the cross-arm relative to the axis of a field of view and the cardinal orientation of the axis of the field of view.
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公开(公告)号：US12046901B1
公开(公告)日：2024-07-23
申请号：US18166108
申请日：2023-02-08
Applicant: X Development LLC
Inventor： Phillip Ellsworth Stahlfeld , Bin Ni
CPC classification number: H02J3/0073 , G06N3/084 , G06Q50/06 , H02J3/14 , H02J2203/20
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for using a neural network to predict locations of feeders in an electrical power grid. One of the methods includes training a generative adversarial network comprising a generator and a discriminator; and generating, by the generator, from input images, output images with feeder metadata that represents predicted locations of feeder assets, including receiving by the generator a first input image and generating by the generator a corresponding first output image with first feeder data that identifies one or more feeder assets and their respective locations, wherein the one or more feeder assets had not been identified in any input to the generator.
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公开(公告)号：US12045025B1
公开(公告)日：2024-07-23
申请号：US18179452
申请日：2023-03-07
Applicant: X Development LLC
Inventor： Ananya Gupta , Phillip Ellsworth Stahlfeld
IPC: G05B19/042 , G06N20/00
CPC classification number: G05B19/042 , G06N20/00 , G05B2219/2639
Abstract: Methods, computer systems, and apparatus, including computer programs encoded on computer storage media, for training a machine-learning model for predicting event tags. The system obtains asset data for an electric power distribution system in a geographic area. The asset data includes: for each of a plurality of electrical assets of the electrical power distribution system, data indicating one or more characteristics of the electrical asset. The system further obtains sensor data for the electric power distribution system. The sensor data includes measurement data from a plurality of electric sensors. The system generates, by processing the asset data and the sensor data, partition data that includes, for each of the plurality of electrical assets, an assignment that assigns the electrical asset to one of a set of feeder networks.
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公开(公告)号：US20230411960A1
公开(公告)日：2023-12-21
申请号：US18331765
申请日：2023-06-08
Applicant: X Development LLC
Inventor： Phillip Ellsworth Stahlfeld , Leo Francis Casey , Xinyue Li , Gaurav Desai , Ananya Gupta , Aviva Cheryl Shwaid , Laura Elizabeth Fedoruk
CPC classification number: H02J3/001 , G06T7/0004 , G06T2207/20081 , G06T2207/10048 , G01N29/14
Abstract: Methods, systems, and apparatus, including medium-encoded computer program products, for predicting electrical component failure. A first sensor measurement of a component of an electrical grid taken at a first time can be obtained. A second sensor measurement of the component taken at a second time can be identified, and the second time can be after the first time. An input, which can include the first sensor measurement and the second sensor measurement, can be processed using a machine learning model that is configured to generate, based on one or more changes in one or more characteristics of the component as depicted in the second sensor measurement compared to the first sensor measurement, a prediction representative of a likelihood that the component will experience a type of failure during a time interval. Data indicating the prediction can be provided for presentation by a display.
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Patent Agency Ranking
公开(公告)号：US20230186621A1
公开(公告)日：2023-06-15
申请号：US18107876
申请日：2023-02-09
Applicant: X Development LLC
Inventor： Ananya Gupta , Phillip Ellsworth Stahlfeld , Bangyan Chu
IPC: G06V20/10 , G06T7/50 , G06T7/73 , G06F30/18 , G06F16/587 , G06F16/29 , G06T5/30 , G06T7/60 , G06T11/20 , G06T17/05 , H02J3/00 , G06F18/2413
CPC classification number: G06V20/182 , G06F16/29 , G06F16/587 , G06F18/24133 , G06F30/18 , G06T5/30 , G06T7/50 , G06T7/60 , G06T7/73 , G06T7/75 , G06T11/206 , G06T17/05 , G06V20/176 , H02J3/00 , G06T2207/10032 , G06T2207/30184 , G06V20/194 , H02J2203/20
Abstract: Methods, systems, and apparatus, including computer programs encoded on a storage device, for electric grid asset detection are enclosed. An electric grid asset detection method includes: obtaining overhead imagery of a geographic region that includes electric grid wires; identifying the electric grid wires within the overhead imagery; and generating a polyline graph of the identified electric grid wires. The method includes replacing curves in polylines within the polyline graph with a series of fixed lines and endpoints; identifying, based on characteristics of the fixed lines and endpoints, a location of a utility pole that supports the electric grid wires; detecting an electric grid asset from street level imagery at the location of the utility pole; and generating a representation of the electric grid asset for use in a model of the electric grid.
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公开(公告)号：US20230050693A1
公开(公告)日：2023-02-16
申请号：US17819129
申请日：2022-08-11
Applicant: X Development LLC.
Inventor： Ananya Gupta , Phillip Ellsworth Stahlfeld
IPC: G05B19/042 , G06N20/00
Abstract: Methods, computer systems, and apparatus, including computer programs encoded on computer storage media, for training a machine-learning model for predicting event tags. The system obtains asset data for an electric power distribution system in a geographic area. The asset data includes: for each of a plurality of electrical assets of the electrical power distribution system, data indicating one or more characteristics of the electrical asset. The system further obtains sensor data for the electric power distribution system. The sensor data includes measurement data from a plurality of electric sensors. The system generates, by processing the asset data and the sensor data, partition data that includes, for each of the plurality of electrical assets, an assignment that assigns the electrical asset to one of a set of feeder networks.
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公开(公告)号：US20220343230A1
公开(公告)日：2022-10-27
申请号：US17725964
申请日：2022-04-21
Applicant: X Development LLC
Inventor： Leo Francis Casey , Page Furey Crahan , Amanda McNary , Gaurav Desai , Peter Evans , Raymond Daly , Xinyue Li , Eugene Kim , Phillip Ellsworth Stahlfeld , David Charles Chou , Nicole Limtiaco
Abstract: A computer-implemented method executed by one or more processors includes providing, for presentation by a display, a user interface including graphics depicting one or more fields for receiving input for simulations of electrical grid scenarios; receiving input for a scenario including a proposed modification to the electrical grid; performing a simulation by modeling the input in a virtual model of an electrical grid; modifying the user interface to include graphics depicting: one or more visualizations of results of the simulation for the scenario; and a menu of options for modifying the input; receiving a selection from the menu of options for modifying the input; performing a modified simulation by modeling the modified input in the virtual model of the electrical grid; and modifying the user interface to include graphics depicting one or more visualizations of the results of the simulation compared to the results of the modified simulation.
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公开(公告)号：US20220300679A1
公开(公告)日：2022-09-22
申请号：US17644393
申请日：2021-12-15
Applicant: X Development LLC
Inventor： LEO FRANCIS CASEY , Gaurav Desai , Page Furey Crahan , Peter Evans , Raymond Daly , Xinyue Li , Amanda McNary , Phillip Ellsworth Stahlfeld , David Charles Chou , Nicole Limtiaco
IPC: G06F30/20
Abstract: A computer-implemented method executed by one or more processors includes receiving a request for an output of an electrical grid simulation, the request including data indicating one or more input parameters for the simulation; in response to receiving the request, accessing a virtual model of an electrical grid, the virtual model including multiple different model configurations; selecting, based on the requested output from the simulation, and based on the one or more input parameters for the simulation, (i) a simulation mode including a resolution and scale of the simulation and (ii) one of the multiple different model configurations; executing an electrical grid simulation in the selected simulation mode using the selected model configuration; and based on results of the electrical grid simulation, providing the requested output of the electrical grid simulation.
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公开(公告)号：US20250037332A1
公开(公告)日：2025-01-30
申请号：US18759165
申请日：2024-06-28
Applicant: X Development LLC
Inventor： Phillip Ellsworth Stahlfeld , Ananya Gupta
Abstract: Methods, systems, and apparatus, including computer programs encoded on a storage device, for filling gaps in electric grid models are enclosed. A method includes obtaining vector data representing first portions of paths of electric grid wires over a geographic region; converting the vector data to first raster image data that depicts an overhead view of the electric grid wires including a first set of line segments representing the first portions of the paths; processing the first raster image data using a gap filling model; obtaining, as output from the gap filling model, second raster image data including a second set of line segments corresponding to gaps included in the input raster image data and representing second portions of paths of the electric grid wires; and converting the second raster image data to vector data representing the first portions and the second portions of paths of the electric grid wires.
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