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公开(公告)号：US11954900B2
公开(公告)日：2024-04-09
申请号：US18461746
申请日：2023-09-06
发明人： Gregory Welch , Gerd Bruder , Ryan Schubert , Austin Erickson
IPC分类号： G06V10/70 , G06T3/4038 , G06T7/73 , G06V10/77 , G06V10/774
CPC分类号： G06V10/774 , G06T3/4038 , G06T7/73 , G06V10/70 , G06V10/77 , G05B2219/2642 , G06T2207/20 , G06T2207/20081
摘要： The invention pertains to methods for monitoring the operational status of a home automation system through extrinsic visual and audible means. Initial training periods involve capturing image and audio data representative of nominal operation, which is then processed to identify operational indicators. Unsupervised machine learning models are trained with these indicators to construct a model of normalcy and identify expectation violations in the system's operational pattern. After meeting specific stopping criteria, real-time monitoring is initiated. When an expectation violation is detected, contrastive collages or sequences are generated comprising nominal and anomalous data. These are then transmitted to an end user, effectively conveying the context of the detected anomalies. Further features include providing deep links to smartphone applications for home automation configuration and the use of auditory scene analysis techniques. The invention provides a multi-modal approach to home automation monitoring, leveraging machine learning for robust anomaly detection.
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公开(公告)号：US20200051448A1
公开(公告)日：2020-02-13
申请号：US16537994
申请日：2019-08-12
发明人： Gregory Welch , Joseph LaViola, II , Francisco Guido-Sanz , Gerd Bruder , Mindi Anderson , Ryan Schubert
摘要： A Tactile-Visual Wound (TVW) simulation unit is a physical device designed to help simulate a wound on a human being or human surrogate (e.g., a medical manikin) for instructing a trainee to learn or practice wound-related treatment skills. For the trainee, the TVW would feel (to the touch) like a real wound, look like a real wound when viewed using an Augmented Reality (AR) system, and appear to behave like a real wound when manipulated.
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公开(公告)号：US20240069516A1
公开(公告)日：2024-02-29
申请号：US18240731
申请日：2023-08-31
发明人： Gregory Welch , Gerd Bruder , Ryan Schubert , Austin Erickson
IPC分类号： G05B19/042
CPC分类号： G05B19/0428 , G05B2219/2642
摘要： The invention pertains to methods for monitoring the operational status of a home automation system through extrinsic visual and audible means. Initial training periods involve capturing image and audio data representative of nominal operation, which is then processed to identify operational indicators. Unsupervised machine learning models are trained with these indicators to construct a model of normalcy and identify expectation violations in the system's operational pattern. After meeting specific stopping criteria, real-time monitoring is initiated. When an expectation violation is detected, contrastive collages or sequences are generated comprising nominal and anomalous data. These are then transmitted to an end user, effectively conveying the context of the detected anomalies. Further features include providing deep links to smartphone applications for home automation configuration and the use of auditory scene analysis techniques. The invention provides a multi-modal approach to home automation monitoring, leveraging machine learning for robust anomaly detection.
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公开(公告)号：US20210049921A1
公开(公告)日：2021-02-18
申请号：US17069200
申请日：2020-10-13
发明人： Gregory Welch , Joseph LaViola, II , Francisco Guido-Sanz , Gerd Bruder , Mindi Anderson , Ryan Schubert
摘要： An anatomical feature simulation unit is a physical device designed to help simulate an anatomical feature (e.g., a wound) on an object (e.g., a human being or human surrogate such as a medical manikin) for instructing a trainee to learn or practice treatment skills. For the trainee, the simulation looks like a real body part when viewed using an Augmented Reality (AR) system. Responsive to a change in the anatomic state of the object (e.g., bending a knee or raising of an arm) not only the spatial location and orientation of the anatomical feature stays locked on the object in the AR system, but the characteristics of the anatomical feature change based on the physiologic logic of changing said anatomical state (e.g., greater or less blood flow, opening or closing of a wound).
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公开(公告)号：US10803761B2
公开(公告)日：2020-10-13
申请号：US16537994
申请日：2019-08-12
发明人： Gregory Welch , Joseph LaViola, II , Francisco Guido-Sanz , Gerd Bruder , Mindi Anderson , Ryan Schubert
摘要： A Tactile-Visual Wound (TVW) simulation unit is a physical device designed to help simulate a wound on a human being or human surrogate (e.g., a medical manikin) for instructing a trainee to learn or practice wound-related treatment skills. For the trainee, the TVW would feel (to the touch) like a real wound, look like a real wound when viewed using an Augmented Reality (AR) system, and appear to behave like a real wound when manipulated.
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公开(公告)号：US20240071055A1
公开(公告)日：2024-02-29
申请号：US18461746
申请日：2023-09-06
发明人： Gregory Welch , Gerd Bruder , Ryan Schubert , Austin Erickson
IPC分类号： G05B19/042
CPC分类号： G05B19/0428 , G05B2219/2642
摘要： The invention pertains to methods for monitoring the operational status of a home automation system through extrinsic visual and audible means. Initial training periods involve capturing image and audio data representative of nominal operation, which is then processed to identify operational indicators. Unsupervised machine learning models are trained with these indicators to construct a model of normalcy and identify expectation violations in the system's operational pattern. After meeting specific stopping criteria, real-time monitoring is initiated. When an expectation violation is detected, contrastive collages or sequences are generated comprising nominal and anomalous data. These are then transmitted to an end user, effectively conveying the context of the detected anomalies. Further features include providing deep links to smartphone applications for home automation configuration and the use of auditory scene analysis techniques. The invention provides a multi-modal approach to home automation monitoring, leveraging machine learning for robust anomaly detection.
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公开(公告)号：US11557216B2
公开(公告)日：2023-01-17
申请号：US17069200
申请日：2020-10-13
发明人： Gregory Welch , Joseph LaViola, II , Francisco Guido-Sanz , Gerd Bruder , Mindi Anderson , Ryan Schubert
摘要： An anatomical feature simulation unit is a physical device designed to help simulate an anatomical feature (e.g., a wound) on an object (e.g., a human being or human surrogate such as a medical manikin) for instructing a trainee to learn or practice treatment skills. For the trainee, the simulation looks like a real body part when viewed using an Augmented Reality (AR) system. Responsive to a change in the anatomic state of the object (e.g., bending a knee or raising of an arm) not only the spatial location and orientation of the anatomical feature stays locked on the object in the AR system, but the characteristics of the anatomical feature change based on the physiologic logic of changing said anatomical state (e.g., greater or less blood flow, opening or closing of a wound).
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公开(公告)号：US10854098B1
公开(公告)日：2020-12-01
申请号：US16933451
申请日：2020-07-20
发明人： Gregory Welch , Joseph LaViola, II , Francisco Guido-Sanz , Gerd Bruder , Mindi Anderson , Ryan Schubert
摘要： A wound simulation unit is a physical device designed to help simulate a wound on an object (e.g., a human being or human surrogate such as a medical manikin) for instructing a trainee to learn or practice wound-related treatment skills. For the trainee, the simulation looks like a real wound when viewed using an Augmented Reality (AR) system. Responsive to a change in the anatomic state of the object (e.g., bending a knee or raising of an arm) not only the spatial location and orientation of the wound stays locked on the object in the AR system, but the characteristics of the wound change based on the physiologic logic of changing said anatomical state (e.g., greater or less blood flow, opening or closing of the wound).
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