Anomaly detection apparatus, method and computer-readable medium

    公开(公告)号:US12044714B2

    公开(公告)日:2024-07-23

    申请号:US17270899

    申请日:2018-08-30

    CPC classification number: G01R23/10 G01R23/145 G01R23/18

    Abstract: Provided a method comprising: obtaining waveform data sets of a periodic electric waveform signal, with a length set to one cycle time; calculating a frequency spectrum for each waveform data set; extracting and separating odd and even frequency harmonics to create odd and even frequency harmonic matrices on which a canonical correlation analysis (CCA) being applied to obtain CCA features; performing linear transformation on the CCA features to obtain linear transformed features; generating a model based on the linear transformed features; performing magnitude quantization of frequency spectrums of waveform data sets to identify normal and anomalous waveform signals.

    Measurement apparatus and method
    3.
    发明授权

    公开(公告)号:US11360129B2

    公开(公告)日:2022-06-14

    申请号:US17262518

    申请日:2018-07-23

    Abstract: Provided a method including applying a Fourier Transform to an AC current waveform measured to perform conversion thereof to a frequency domain; adjusting entire phase components of frequency spectra obtained as a result of the Fourier Transform, such that a phase component of an AC power supply frequency becomes zero; and applying an inverse Fourier Transform to the frequency spectra with the entire phase components thereof adjusted to obtain a current waveform in a time domain.

    Anomaly detection apparatus, method, and program recording medium

    公开(公告)号:US11200134B2

    公开(公告)日:2021-12-14

    申请号:US16981101

    申请日:2018-03-26

    Abstract: An anomaly detection apparatus estimates time series data of a first signal of each appliance by disaggregating an aggregate signal that is a sum of first signals of a plurality of appliances into each first signal of an individual appliance, calculates a residual by subtracting sum of the estimated first signals of the plurality of appliances from the aggregate signal, and obtains value of the second signal at a time point at which the residual indicates presence of anomaly, and checks if there is match of pair of value of the estimated first signal and estimated state of the appliance, with any one of the one or more pairs of value of the first signal and state of the appliance, stored in a table, in association with the value of the second signal at the time point at which the residual indicates presence of anomaly to identify appliance with anomaly.

    Anomaly determination apparatus, anomaly determination method, and non-transitory computer readable medium storing program

    公开(公告)号:US11409591B2

    公开(公告)日:2022-08-09

    申请号:US16769752

    申请日:2018-06-28

    Abstract: An anomaly determination apparatus, an anomaly determination method, and a program, capable of easily determining whether or not an anomaly has occurred are provided. An anomaly determination apparatus (1) includes a transformation unit (2) and an anomaly determination unit (3). The transformation unit (2) performs a transformation process using a transform function for transforming an anomaly level of a signal into a probability variable value, the probability variable value being a variable value in accordance with a predetermined probability distribution. Note that the transform function is a monotone function. The anomaly determination unit (3) determines presence/absence of an anomaly of a sample of the anomaly level by using a result of the transformation by the transformation unit (2).

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