COMPUTATIONS TRAINED MACHINE LEARNING MODELS FOR NON-DESTRUCTIVE EVALUATION OF MATERIAL AND STRUCTURAL FLAWS

    公开(公告)号:US20240329011A1

    公开(公告)日:2024-10-03

    申请号:US18711899

    申请日:2022-12-01

    Abstract: Systems and methods for training a machine learning model for non-destructive evaluation. A plurality of training samples are generated, with a subset of the plurality of training samples representing an article with a defect or a combination of defects. Training samples are generated by generating a virtual model of the article with defect at a computer system, generating a simulated signal representing an output of a non-destructive evaluation system scanning the physical article using the virtual model at the computer system, and associating a representation of the simulated signal with parameters representing a characteristic of the virtual model of the article with defects. The machine learning model is trained on the plurality of training samples. The trained machine learning model is applied on to measurements collected from physical articles to characterize or quantify defects.

    Testing device
    2.
    发明授权

    公开(公告)号:US12066409B2

    公开(公告)日:2024-08-20

    申请号:US17280327

    申请日:2019-10-01

    Abstract: A cost of a testing device is reduced. A structure of a testing device is simplified. A testing device capable of testing with higher accuracy is provided. A testing device (10) has a structure including a sending unit (13), a receiving unit (14), a control unit (11), and a display (15). The control unit includes a memory portion (21) and an arithmetic portion (22). The sending unit has a function of generating a pulse signal for a probe (40) to generate an ultrasonic wave (51). The receiving unit has a function of generating a first signal including a first analog data (D1) on the basis of the input single input from the probe. The memory portion has a function of storing the first analog data. The arithmetic portion has a function of generating an image signal (S0) output to the display on the basis of the first analog data stored in the memory portion. The display has a function of displaying an image based on the image signal.

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