Abstract: Systems and methods of calibrating an Inertial Measurement Unit (IMU) on a vehicle are disclosed. In some embodiments, a first tilt angle of the IMU is measured with the IMU while the vehicle is stationary. A second tilt angle of the IMU is measured with an inclinometer or tilt sensor while the vehicle is stationary. The orientation of the IMU is corrected based on the first tilt angle and the second tilt angle.

Abstract: Device data is obtained from one or more devices for an individual. The one or more devices include one or more medical monitoring devices. Data is also obtained from one or more exogenous sources, and the data includes current data relating to one or more medical resources. The device data obtained from the one or more devices and the data from the one or more exogenous sources are analyzed using an artificial intelligence agent. Based on the analyzing, one or more recommendations are provided. The one or more recommendations include an indication of a device to use that is different from the one or more devices to obtain different device data for the individual.

Abstract: A system and method is described for labelling data for trigger identification. The system and method comprising receiving data, transforming the data, extracting content from the data, processing data content through a classification machine learning model to receive a label, and trigger a secondary system based on the label. The system and method may further include maintaining a database of labeled data.

Abstract: A system for monitoring quantized signals in a bidirectional data stream and alerting a networked device of metric divergence by georegion includes a computing system that automatically, for each of multiple user entities, receives input signals and stores corresponding records, associated with the user entity, each representing a quantized input event. The computing system increments a resource of the user entity by a respective input quantity. Georegion-specific attributes associated with a respective georegion are discriminated, and the input records are associated with georegion. The computing system measures user-specific georegion-specific metrics for each georegion and determines whether the metrics diverge from a georegion-specific index. An alert is sent across a network for display on a user device upon determining a user-specific georegion-specific metric diverges from a georegion-specific index.

Abstract: A system for monitoring quantized signals in a bidirectional data stream and alerting a networked device of metric divergence by georegion includes a computing system that automatically, for each of multiple user entities, receives input signals and stores corresponding records, associated with the user entity, each representing a quantized input event. The computing system increments a resource of the user entity by a respective input quantity. Georegion-specific attributes associated with a respective georegion are discriminated, and the input records are associated with georegion. The computing system measures user-specific georegion-specific metrics for each georegion and determines whether the metrics diverge from a georegion-specific index. An alert is sent across a network for display on a user device upon determining a user-specific georegion-specific metric diverges from a georegion-specific index.

Abstract: A system for monitoring quantized signals in a bidirectional data stream and alerting a networked device of metric divergence by georegion includes a computing system that automatically, for each of multiple user entities, receives input signals and stores corresponding records, associated with the user entity, each representing a quantized input event. The computing system increments a resource of the user entity by a respective input quantity. Georegion-specific attributes associated with a respective georegion are discriminated, and the input records are associated with georegion. The computing system measures user-specific georegion-specific metrics for each georegion and determines whether the metrics diverge from a georegion-specific index. An alert is sent across a network for display on a user device upon determining a user-specific georegion-specific metric diverges from a georegion-specific index.

Abstract: An alert generating system uses event monitoring to mitigate exposure of user resources to third party envelopment. A computing system stores event records associated with user entities, each of the event records representing a quantized output or input event, for which a respective quantity is discharged from a user resource or fetched to a user resource. The system calculates, using the stored event records, an exposure metric representing exposure of any user entity to third party envelopment, the third party at least periodically executing a determinative protocol upon at least some of the user entities to determine fulfillment or nonfulfillment of prescribed actions. The computing system triggers, upon the exposure metric exceeding or subceeding a threshold of fulfillment or nonfulfillment of the prescribed actions respective to the user entity, an alert sent across the network connection to a user device of the user entity of forecasted third party envelopment.

Abstract: A system for identifying connections between businesses based on relationships found in data. The system includes a database containing data records and fields and identifying businesses involved in each record. The database is provided to a computer which executes a machine learning algorithm configured to identify connections between the businesses based on clusters in the data contained in the database, where the machine learning algorithm provides output data identifying clusters of activity relationships, a group label for each cluster when known, and scores for each of the businesses for each of the clusters in which they appear. A communication system algorithm sends actionable communications to particular ones of the businesses based on the output data. Second-tier business-to-individual relationships are also identified. Unsupervised learning may be used for initial system training, and supervised learning for ongoing training.

Abstract: A system for identifying connections between businesses based on relationships found in data. The system includes a database containing data records and fields and identifying businesses involved in each record. The database is provided to a computer which executes a machine learning algorithm configured to identify connections between the businesses based on clusters in the data contained in the database, where the machine learning algorithm provides output data identifying clusters of activity relationships, a group label for each cluster when known, and scores for each of the businesses for each of the clusters in which they appear. A communication system algorithm sends actionable communications to particular ones of the businesses based on the output data. Second-tier business-to-individual relationships are also identified. Unsupervised learning may be used for initial system training, and supervised learning for ongoing training.

Abstract: A monitoring system for detecting anomalous discharges stores input and output records, and fetches and discharges corresponding quantities to and from user resources. The output event records are discriminated for category attributes, and user-specific output category-specific metrics are aggregated for comparison to peer-representative output-category indexes. An alert is sent across a network connection for display on a user device upon determining the user-specific output category-specific metric diverges from the peer-representative output-category index. An alert, in some examples, indicates that the user-specific output category metric exceeds the peer-representative output-category index. Exposure of user-entity resources to outputs that are divergent from peer-representative levels is mitigated. The alert is advantageous to user entities and user devices, enabling early action to be taken by the user entity.

Abstract: A system and method is described for training a machine learning model to label data for trigger identification. The system and method comprising receiving data from a database, extracting content from the data, transforming the data, clustering the data, labeling the data, creating a training dataset and a test data set, and training a classification machine learning model to label data accordingly to identify a trigger.

Abstract: A system and method is described for labelling data for trigger identification. The system and method comprising receiving data, transforming the data, extracting content from the data, processing data content through a classification machine learning model to receive a label, and trigger a secondary system based on the label. The system and method may further include maintaining a database of labeled data.

Abstract: A dishwasher for treating dishes according to a cycle of operation, the dishwasher comprising a tub at least partially defining a treating chamber, a dish rack received within the treating chamber and configured for receiving dishes for treatment during the cycle of operation, a sprayer located within the treating chamber and above the dish rack, and emitting a liquid onto the dish rack to form a high-speed spray.

Abstract: A system for simplified generation of systems for analysis of satellite images to geolocate one or more objects of interest. A plurality of training images labeled for a study object or objects with irrelevant features loaded into a preexisting feature identification subsystem causes automated generation of models for the study object. This model is used to parameterize pre-engineered machine learning elements that are running a preprogrammed machine learning protocol. Training images with the study are used to train object recognition filters. This filter is used to identify the study object in unanalyzed images. The system reports results in a requestor's preferred format.

Abstract: A troche mold assembly includes a cover defining a receiving area and a tray removably positioned in the receiving area. The tray includes a frame having a top side and a bottom side opposite from the top side. The frame defines a plurality of cells, and each cell is configured to receive a medicament. The tray also includes a plurality of buttons. Each button is within a corresponding cell and is between the top side and the bottom side of the frame. In some aspects, wherein each button includes a center portion, a first hinge line adjacent to the cell wall, and a second hinge line between the first hinge line and the center portion. In various aspects, the cover includes a locating rib, and the tray is removably positioned within the receiving area such that the locating rib contacts the top side of the frame.

Abstract: A dishwasher for treating dishes according to a cycle of operation, the dishwasher comprising a tub at least partially defining a treating chamber, a dish rack received within the treating chamber and configured for receiving dishes for treatment during the cycle of operation, a sprayer located within the treating chamber and above the dish rack, and emitting a liquid onto the dish rack to form a high-speed spray.

Abstract: A system for simplified generation of systems for analysis of satellite images to geolocate one or more objects of interest. A plurality of training images labeled for a study object or objects with irrelevant features loaded into a preexisting feature identification subsystem causes automated generation of models for the study object. This model is used to parameterize pre-engineered machine learning elements that are running a preprogrammed machine learning protocol. Training images with the study are used to train object recognition filters. This filter is used to identify the study object in unanalyzed images. The system reports results in a requestor's preferred format.

Abstract: A troche mold assembly includes a cover defining a receiving area and a tray removably positioned in the receiving area. The tray includes a frame having a top side and a bottom side opposite from the top side. The frame defines a plurality of cells, and each cell is configured to receive a medicament. The tray also includes a plurality of buttons. Each button is within a corresponding cell and is between the top side and the bottom side of the frame. In some aspects, wherein each button includes a center portion, a first hinge line adjacent to the cell wall, and a second hinge line between the first hinge line and the center portion. In various aspects, the cover includes a locating rib, and the tray is removably positioned within the receiving area such that the locating rib contacts the top side of the frame.

Abstract: A dishwasher for treating dishes according to a cycle of operation, the dishwasher comprising a tub at least partially defining a treating chamber, a dish rack received within the treating chamber and configured for receiving dishes for treatment during the cycle of operation, a sprayer located within the treating chamber and above the dish rack, and emitting a second liquid at a second speed, greater than the first speed, downwardly onto the dish rack to form a high-speed spray.

Abstract: An ear splint for an ear is provided having a central portion having an exterior surface defining a first topology that is configured to dwell within an anterior scaphoid section of an ear, and a wing portion extending from the central portion and integrally formed therewith and at least partially surrounding an outer periphery of the central portion. The wing portion includes an exterior surface defining a second topology and is configured to be positioned along a postauricular area of the ear. The first magnetic device is disposed in the central portion and the second magnetic device is disposed in the wing portion. The magnetic retention feature exert a magnetic attractive force between the central portion and the wing portion such that at least a portion of the exterior surface of the central portion and at least a portion of the exterior surface of the wing portion contact the ear.