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公开(公告)号:US20210406425A1
公开(公告)日:2021-12-30
申请号:US17354012
申请日:2021-06-22
Applicant: X Development LLC
Inventor: Leo Francis Casey , Xinyue Li , Page Furey Crahan , Raymond Daly , Peter Evans , Xing Chen , Amanda McNary
Abstract: A computer-implemented method executed by one or more processors includes receiving interconnection data for a proposed interconnection to a power grid; accessing a power grid model including a topological representation of the power grid, electrical specifications of grid components, and empirical operation characteristics; and generating, using the interconnection data for the proposed interconnection to the power grid, and the power grid model, simulated power grid data. The simulated power grid data is based on simulating operation of the power grid with the proposed interconnection coupled to a location of the power grid identified by the interconnection data during a simulated time period. The simulated power grid data includes a plurality of different temporal and spatially dependent characteristics of the power grid. The method includes evaluating, using one or more metrics, the simulated power grid data; and outputting evaluation results of the one or more metrics.
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公开(公告)号:US20240113555A1
公开(公告)日:2024-04-04
申请号:US17959948
申请日:2022-10-04
Applicant: X Development LLC
Inventor: Phillip Ellsworth Stahlfeld , Ananya Gupta , Xinyue Li , Lucas Michael Ackerknecht
CPC classification number: H02J13/00002 , G05B13/0265 , G05B13/042 , H02J2203/20
Abstract: Methods, systems, and apparatus, including medium-encoded computer program products, for configuring location-specific electrical load models while preserving privacy. A first machine learning model configured to predict electrical load curves of an electrical utility grid can be obtained from a server. Load values associated with a particular region of the electrical utility grid can be obtained. The load values can be applied as calibration input to the first machine learning model to produce first adjustment parameters for the first machine learning model. The first adjustment parameters can be provided to the server.
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公开(公告)号:US20230237644A1
公开(公告)日:2023-07-27
申请号:US18160276
申请日:2023-01-26
Applicant: X Development LLC
Inventor: Ananya Gupta , Phillip Ellsworth Stahlfeld , Kshitij Naresh Nikhal , Om Prakash Ravi , Aviva Cheryl Shwaid , Arthur Robert Pope , Xinyue Li
CPC classification number: G06T7/001 , G06V10/82 , G06T7/11 , G06T2207/20084 , G06T2207/20081 , G06T2207/20132
Abstract: Methods, computer systems, and apparatus, including computer programs encoded on computer storage media, for training a classification neural network. The system generates, from a set of object-specific data, one or more meta-learning datasets for one or more respective initial training tasks. The system determines values for a set of meta parameters by performing meta-learning with a classification neural network on the one or more meta-learning datasets. The system obtains a set of labeled training examples for a characteristic-detection task. The system determines based at least on one of the values for the set of meta parameters and using the set of labeled training examples, target values for the network parameters for the classification neural network to perform the characteristic-detection task.
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公开(公告)号:US20220416571A1
公开(公告)日:2022-12-29
申请号:US17849176
申请日:2022-06-24
Applicant: X Development LLC
Inventor: Leo Francis Casey , Page Furey Crahan , Raymond Daly , Nicole Limtiaco , Xinyue Li , Gaurav Desai , David Charles Chou , Peter Evans , Matthew L. Ginsberg
IPC: H02J13/00 , H02J3/00 , H02J3/38 , G05B19/042 , G01R22/06
Abstract: A method for electrical grid monitoring using aggregated smart meter data includes receiving, from an electric grid monitoring device, electrical data aggregated from a plurality of electric meters each connected to a secondary side of at least one electrical transformer within a local geographic region. Each electric meter is configured to generate measurement data based on measurements taken at a respective electrical load. The electrical data indicates one or more characteristics of a secondary electrical distribution system connected to the at least one electrical transformer. The method includes determining, based on the electrical data aggregated from the plurality of electric meters, one or more characteristics of the primary electrical distribution system connected to the electrical transformer.
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公开(公告)号:US20240160803A1
公开(公告)日:2024-05-16
申请号:US17986551
申请日:2022-11-14
Applicant: X Development LLC
Inventor: Leo Francis Casey , Xinyue Li , David Charles Chou , Mike Miao He
IPC: G06F30/20
CPC classification number: G06F30/20 , G06F2113/04
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for obtaining a model of an electric power grid; simulating first behaviors of a region using a first time resolution and a first modeling domain to determine operational parameters. Determining first values for the operational parameters at a first transition. Converting the first values into a second modeling domain at the first transition time point to obtain converted first values for initial conditions. Simulating second behaviors of the region using a second time resolution and the second modeling domain to determine second operational parameters. Providing, as output, simulation results from at least one of the first behaviors and the second behaviors.
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公开(公告)号:US12242775B2
公开(公告)日:2025-03-04
申请号:US17354012
申请日:2021-06-22
Applicant: X Development LLC
Inventor: Leo Francis Casey , Xinyue Li , Page Furey Crahan , Raymond Daly , Peter Evans , Xing Chen , Amanda McNary
Abstract: A computer-implemented method executed by one or more processors includes receiving interconnection data for a proposed interconnection to a power grid; accessing a power grid model including a topological representation of the power grid, electrical specifications of grid components, and empirical operation characteristics; and generating, using the interconnection data for the proposed interconnection to the power grid, and the power grid model, simulated power grid data. The simulated power grid data is based on simulating operation of the power grid with the proposed interconnection coupled to a location of the power grid identified by the interconnection data during a simulated time period. The simulated power grid data includes a plurality of different temporal and spatially dependent characteristics of the power grid. The method includes evaluating, using one or more metrics, the simulated power grid data; and outputting evaluation results of the one or more metrics.
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公开(公告)号:US20240257541A1
公开(公告)日:2024-08-01
申请号:US18160841
申请日:2023-01-27
Applicant: X Development LLC
Inventor: Xinyue Li , Kshitij Naresh Nikhal , Kari Anne Klein , Ananya Gupta
CPC classification number: G06V20/647 , G06V10/757 , G06V10/809 , G06V10/82 , G06V20/38
Abstract: Methods, systems, and apparatus, including computer programs encoded on a storage device, for identifying characteristics of electric grid assets are disclosed. A method includes obtaining a plurality of images, each image depicting at least one utility pole of an electric grid; detecting, in each of the plurality of images, keypoints of the at least one utility pole depicted in the image; determining, using the keypoints from at least two images of a particular utility pole, at least one measurement of the particular utility pole; determining, using the measurement of the particular utility pole, an electrical characteristic of an asset supported by the particular utility pole; and providing the electrical characteristic as an output. The two or more images include images of the particular utility pole captured from multiple different camera perspectives. The asset can include a capacitor, a transformer, a switch, a power line.
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公开(公告)号:US20240249044A1
公开(公告)日:2024-07-25
申请号:US18099154
申请日:2023-01-19
Applicant: X Development LLC
Inventor: Ananya Gupta , Mike Miao He , Xinyue Li , Phillip Ellsworth Stahlfeld
IPC: G06F30/27
CPC classification number: G06F30/27 , G06F2113/04
Abstract: In one aspect, there is provided a method for training a machine learning model to process a graph that represents an electrical system to infer, from the graph, one or more unknown electrical values within the electrical system. In particular, the method includes: obtaining data defining multiple graphs, each graph representing a respective electrical system topology, obtaining, for each electrical system topology and from an electrical simulation system, simulation results indicating an electrical behavior of the respective electrical system topology, and training the machine learning model to predict electrical behaviors of electrical systems including by applying data defining each graph as input to the machine learning model to obtain respective output inferences and adjusting machine learning model parameters responsive to comparisons between the output inferences with simulation results of corresponding electrical system topologies.
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公开(公告)号:US20240152103A1
公开(公告)日:2024-05-09
申请号:US17981117
申请日:2022-11-04
Applicant: X Development LLC
Inventor: Rui Yao , Xinyue Li , Leo Francis Casey , Mike Miao He
IPC: G05B19/042
CPC classification number: G05B19/042 , G05B2219/2639
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing an electric grid time synchronization process. The process can include: receiving, from a GPS transceiver of a first device coupled to an electric power grid, data including a GPS time reference; formatting the GPS time reference into a data packet, where the data packet has a particular format compatible with power line communication; and broadcasting, by the first device and using power line communications, the data packet to a plurality of electric grid components.
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公开(公告)号:US20240154782A1
公开(公告)日:2024-05-09
申请号:US17981193
申请日:2022-11-04
Applicant: X Development LLC
Inventor: Mike Miao He , Rui Yao , Xinyue Li , Leo Francis Casey
CPC classification number: H04L7/0008 , H02J13/00002
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing electric grid timing coordination. The method can include: receiving, by a first electric grid device, a message from a second electric grid device, the message including a first clock value associated with an oscillator of the second electric grid device; determining, based on the first clock value, a second-first device time offset between the second electric grid device and the first electric grid device; and storing the second-first device time offset in a time offset table stored at the first electric grid device.
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