Multimodal data learning method and device

    公开(公告)号:US11651214B2

    公开(公告)日:2023-05-16

    申请号:US16764677

    申请日:2018-11-13

    CPC classification number: G06N3/08 G06F18/217 G06N3/045 G06N20/20

    Abstract: An artificial intelligence (AI) system capable of simulating functions of a human brain, such as recognition and judgment, by using the machine learning algorithm such as deep learning, and an application thereof are provided. A method of learning multi-modal data according to the AI system and an application thereof includes: obtaining first context information representing a characteristic of a first signal and second context information representing a characteristic of a second signal by using a first learning network model; obtaining hidden layer information based on the first context information and the second context information by using a second learning network model; obtaining a correlation value representing a relation degree between the hidden layer information by using the second learning network model; and learning the hidden layer information in which the correlation value is derived as a maximum value.

    INSPECTION APPARATUS FOR A PRESSURE VESSEL

    公开(公告)号:US20230123853A1

    公开(公告)日:2023-04-20

    申请号:US17859423

    申请日:2022-07-07

    Abstract: An inspection apparatus inspects a pressure vessel using laser ultrasound. The apparatus includes an oscillation device that oscillates an excitation laser for exciting the pressure vessel and a conduit to guide the excitation laser oscillated from the oscillation device to inside the pressure vessel. The conduit is inserted into the pressure vessel with one conduit end located inside the pressure vessel and an opposite end located outside the pressure vessel. The apparatus includes a reflector at one conduit end inside the pressure vessel to reflect the excitation laser guided by the conduit and a detector that detects ultrasonic waves generated in the pressure vessel by the excitation laser reflected by the reflector by oscillating a receiving laser from outside of the pressure vessel. At least the conduit, reflector, or detector moves to correct an optical path of the excitation laser or the receiving laser.

    ELECTRONIC DEVICE AND OPERATING METHOD WITH MODEL CO-LOCATION

    公开(公告)号:US20230097529A1

    公开(公告)日:2023-03-30

    申请号:US17736312

    申请日:2022-05-04

    Abstract: An electronic device to co-locating models and a method of operating the electronic device is provided. The electronic device includes one or more of processors configured to analyze computational characteristics in response to a plurality of models being located to an accelerator, determine an affinity representing a utilization of the accelerator in response to two models among the plurality of models being co-located based on the computational characteristics of the plurality of models, and co-locate the two models among the plurality of models to the accelerator based on the affinity.

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