HARMONIC INDEX ESTIMATION DEVICE, ESTIMATION SYSTEM, HARMONIC INDEX ESTIMATION METHOD, AND RECORDING MEDIUM

    公开(公告)号:US20240138713A1

    公开(公告)日:2024-05-02

    申请号:US18410260

    申请日:2024-01-11

    CPC classification number: A61B5/112 A61B5/6807

    Abstract: Provided is a harmonic index estimation device including a communication unit that acquires feature amount data including a feature amount used for estimation of a harmonic index related to smoothness of movement of a waist, the feature amount being extracted from a gait waveform of a spatial acceleration and a spatial angular velocity included in sensor data related to movement of a foot of a subject, a storage unit that stores an estimation model that outputs an estimation value related to the harmonic index, according to an input of the feature amount included in the feature amount data, an estimation unit that inputs the feature amount included in the feature amount data to the estimation model and estimate a harmonic index of the subject according to the estimation value output from the estimation model, and an output unit that outputs information associated to the harmonic index.

    MACHINE LEARNING DEVICE, ESTIMATION SYSTEM, TRAINING METHOD, AND RECORDING MEDIUM

    公开(公告)号:US20250068923A1

    公开(公告)日:2025-02-27

    申请号:US18726466

    申请日:2022-01-24

    Abstract: A machine learning device that trains a first encoding model for encoding first sensor data into first code, a second encoding model for encoding second sensor data into second code, and an estimation model for making estimation using the first code and the second code such that an estimation result from the estimation model conforms to correct answer data, trains a first adversarial estimation model that outputs an estimated value of the second code in response to the input of the first code such that the estimated value of the second code estimated by the first adversarial estimation model conforms to the second code outputted from the second encoding model, and trains the first encoding model such that the estimated value of the second code estimated by the first adversarial estimation model does not conform to the second code outputted from the second encoding model.

    HARMONIC INDEX ESTIMATION DEVICE, ESTIMATION SYSTEM, HARMONIC INDEX ESTIMATION METHOD, AND RECORDING MEDIUM

    公开(公告)号:US20240172966A1

    公开(公告)日:2024-05-30

    申请号:US18411154

    申请日:2024-01-12

    CPC classification number: A61B5/112 A61B5/6807

    Abstract: Provided is a harmonic index estimation device including a communication unit that acquires feature amount data including a feature amount used for estimation of a harmonic index related to smoothness of movement of a waist, the feature amount being extracted from a gait waveform of a spatial acceleration and a spatial angular velocity included in sensor data related to movement of a foot of a subject, a storage unit that stores an estimation model that outputs an estimation value related to the harmonic index, according to an input of the feature amount included in the feature amount data, an estimation unit that inputs the feature amount included in the feature amount data to the estimation model and estimate a harmonic index of the subject according to the estimation value output from the estimation model, and an output unit that outputs information associated to the harmonic index.

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