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Anomaly detection device, anomaly detection method, and computer program

An anomaly detection, anomaly technology, used in transportation and packaging, railway car body components, railway signaling and security, etc.

Active Publication Date: 2019-04-16
KK TOSHIBA
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Therefore, it is difficult to accurately perform anomaly detection on such vehicles based on a single threshold

Method used

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  • Anomaly detection device, anomaly detection method, and computer program
  • Anomaly detection device, anomaly detection method, and computer program
  • Anomaly detection device, anomaly detection method, and computer program

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Embodiment Construction

[0026] Embodiments of the present invention will be described below with reference to the drawings. Any identical components between the drawings are denoted by the same reference numerals, and descriptions thereof will be appropriately omitted.

[0027] figure 1 is a block diagram showing an exemplary anomaly detection system according to the first embodiment of the present invention.

[0028] figure 1 The illustrated abnormality detection system includes an abnormality detection device 100 , a vehicle system 500 , an environment information system 600 , a terminal 700 , an input device 800 and a screen display device 900 . will be described below figure 1 An outline of the anomaly detection system shown in .

[0029] The anomaly detection device 100 operates in a learning mode and an operating mode. The abnormality detection apparatus 100 includes a function (abnormality detection model generator 200) that creates a braking pattern related to the railway vehicle based o...

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Abstract

Embodiments of the present invention achieve highly accurate anomaly detection. According to one embodiment, an anomaly detection device includes a condition generator, a threshold setter and an anomaly detector. The generator generates a plurality of conditions for classifying a difference between a predicted value of a state of a vehicle and a measured value of the state of the vehicle based ontravel information of the vehicle, the predicted value being based on a control command value and a prediction model. The threshold setter sets a plurality of thresholds for the conditions. The anomaly detector performs anomaly detection on the vehicle based on the prediction model, the thresholds, and the conditions.

Description

technical field [0001] Embodiments of the present invention relate to an anomaly detection device, an anomaly detection method, and a computer program. Background technique [0002] Maintenance management and inspections of railway vehicles need to be performed on a daily basis to maintain the safety and reliability of railway operations. Traditional maintenance management has focused on periodic inspections of railway vehicles. However, in order to achieve higher railway safety, a technique for early anomaly detection by performing diagnosis and condition monitoring using vehicle information including sensor values ​​and control values ​​acquired from railway vehicles has recently been developed. [0003] In the prior art, anomaly detection is performed by comparing values ​​measured by sensors on rail vehicles with thresholds. In another prior art, a model reconstructing the normal operation of a railway vehicle is prepared and used to detect anomalies or signs of anomal...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): B61L15/00B61L27/00
CPCB61L15/0081B61L27/57
Inventor 菊池元太丸地康平服部阳平
Owner KK TOSHIBA