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Systems and methods for classifying in-situ sensor response data patterns representative of grid pathology severity

A sensor and response model technology, applied in general control systems, data processing applications, control/regulation systems, etc., to solve problems such as signal injection that is not suitable and cannot vary widely enough for individual conditions and characteristics

Active Publication Date: 2017-03-22
3M INNOVATIVE PROPERTIES CO
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Those whose signal injections are large, individual, and human-involved, not susceptible to automation, local testing of a smaller scope, or simultaneous or sequential implementation of tests
Occasional full-grid and almost necessarily human-directed signal injections are less suitable for characterizing extended networks of various sensors placed along the grid in various contexts, since they can only generate small sample sizes and cannot Varies widely enough to be tailored to individual conditions and idiosyncrasies of sensor locations

Method used

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  • Systems and methods for classifying in-situ sensor response data patterns representative of grid pathology severity
  • Systems and methods for classifying in-situ sensor response data patterns representative of grid pathology severity
  • Systems and methods for classifying in-situ sensor response data patterns representative of grid pathology severity

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Embodiment Construction

[0015] Automatic testing of sensor responses to specific inputs and resulting characterization of sensors based on causal knowledge requires automatic means of associating sensor data with specific signal injections made simultaneously and sequentially and spatially close to each other, especially where it is expected to increase Latent sample size and rapid learning of sensor and mesh responses to injected signals on large networks. These responses to signal injection can represent grid events that can be used to manage the utility grid, automate grid response to specific conditions, improve efficiency, identify and remedy grid failures, or optimally schedule required repair and retune actions . For the proper use of sensor data collected in response to signal injection to improve classification for converting raw sensor output into physical variable levels or underlying conditions at the sensor and thus improving utility grid sensor sensitivity and discernibility, and based ...

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Abstract

The present invention is directed towards methods and systems for characterizing sensors and developing classifiers for sensor responses on a utility grid. Experiments are conducted by selectively varying utility grid parameters and observing the responses of utility grid to the variation. Methods and systems of this invention then associate the particular responses of the utility grid sensors with specific variations in the grid parameters, based on knowledge of the areas of space and periods of time where the variation in grid parameters may affect the sensor response. This associated data is then used to update a model of grid response.

Description

Background technique [0001] The performance of utility grids—their reliability, safety, and efficiency—can be measured by sensing key parameters and using those results to identify faults, direct appropriate responses, and enable proactive management such as incorporating renewable sources into The simultaneous maintenance of power quality in the grid leads to radical improvements in grid operation and maintenance. [0002] Sensor networks are often used to monitor utility grids. These sensor networks may include smart meters at the ends of the grid, sensors at grid nodes, and sensors on or around utility lines that measure grid parameters such as flow velocity in the water network, power quality in the grid Or stress in the utility grid. These sensors are transducers that typically output an analog signal representative of the measured property. These outputs need to be characterized to map to specific values ​​of those properties, and / or classified so that they can repres...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q50/06
CPCG06Q50/06G05B13/045
Inventor 布赖恩·E·布鲁克斯陆扬安德鲁·T·蒂奥吉勒·J·伯努瓦
Owner 3M INNOVATIVE PROPERTIES CO