Abstract: A federated machine learning system for training students comprises a first adaptive training system having a first artificial intelligence module for adapting individualized training to a first group of students and for developing a first learning model based on a first set of learning performance metrics. A second adaptive training system provides individualized training to a second group of students and has a data property extraction module for extracting statistical properties from a second set of learning performance metrics for the second group of students. A data simulator module generates simulated performance metrics using extracted statistical properties from the second set of learning performance metrics to thereby generate a second learning model. A federation computing device receives first and second model weights for the first and second learning models and generates or refines a federated model based on the first and second model weights.

Abstract: A federated machine learning system for training students comprises a first adaptive training system having a first artificial intelligence module for adapting individualized training to a first group of students and for developing a first learning model based on a first set of learning performance metrics. A second adaptive training system provides individualized training to a second group of students and has a data property extraction module for extracting statistical properties from a second set of learning performance metrics for the second group of students. A data simulator module generates simulated performance metrics using extracted statistical properties from the second set of learning performance metrics to thereby generate a second learning model. A federation computing device receives first and second model weights for the first and second learning models and generates or refines a federated model based on the first and second model weights.

Abstract: In at least one embodiment a mounting bracket is disclosed having a body portion having a proximal outer surface and a distal outer surface, at least one transversely extending slot and at least one longitudinally extending slot extending therethrough, a first and second outwardly projecting retaining arm slidably received in the at least one transversely extending slot and movable between a first retracted position and a second extended position, a first vertically and second vertically projecting retaining arm slidably received in one of the at least one longitudinally extending slot and movable between a first retracted position and a second extended position, each of the first outwardly projecting retaining arm, second outwardly projecting retaining arm, first vertically projecting retaining arm and second vertically projecting retaining arm has at least one bend and a distal end, the distal end having a first vertically projecting retaining hook adapted for receiving an edge of an electronic device.

Abstract: A water change system comprises a water change device that performs automated water changes. The water change device automatically drains an amount of water needing replacement from a reservoir and replenishes the reservoir with a predetermined amount of clean water. The water change device comprises a reservoir port, an output port, an input port, a controller, and an enclosure. In a draining mode, water is pumped from the reservoir, through the reservoir port and into a drain or output tank via the output port. In the reservoir filling mode, clean water from an input tank or water source is pumped into the input port of the water change device and to the reservoir via the reservoir port. The water change device automatically performs water changes in accordance with a water change schedule or in response to user input. The water change device is configurable via a touch display or remotely.

Abstract: A system includes server that performs operations including obtaining, from sensors, measurements of physical parameters related to electrical power transmission and data transfer corresponding to a Broadband over Power Line (BPL) data links and a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via the BPL data links. The operations also include receiving identification and location information, and a timestamp associated with a connector of the multi-use power interface, and then storing the measurements, the identification and location information, and the timestamp. The operations further include detecting a change of the connector, and identifying trends in parameters by comparing the measurements and the identification and location information to historical data.

Abstract: Airborne pollutants from natural and man-made sources are an increasing where their aerodynamic properties determine how far into the human respiratory system they penetrate. International and national guidelines or regulatory limits specify limits for particulate matter (PM) at different particulate dimensions leading to a requirement for low cost compact PM detectors/sensors. A flow of known and desired size particles are separated and guided by a virtual impactor towards a microelectromechanical systems (MEMS) sensor, e.g. MEMS resonator, yielding the required PM detectors/sensors. Further, in conjunction with the virtual impactor and MEMS sensor additional elements are provided to exploit thermophoresis or di-electrophoresis such that the particles within the sensing area of the MEMS sensor can be removed.

Abstract: A system includes a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via Broadband over Power Line (BPL) data links. The system also includes sensors configured to collect power quality data and load management data for the BPL data links and the multi-use power interface. The multi-use power interface includes a user interface, a processor, and a memory having instructions stored thereon that, when executed by the processor, cause the multi-use power interface to perform operations. The operations include receiving power quality data and load management data from the sensors. The operations also include determining, based on the received data, functional health statuses of the multi-use power interface and the BPL data links. The operations further include transmitting the functional health statuses, the power quality data, and the load management data to a data store, and indicating, in the user interface, the functional health statuses.

Abstract: A system includes server that performs operations including obtaining, from sensors, measurements of physical parameters related to electrical power transmission and data transfer corresponding to a Broadband over Power Line (BPL) data links and a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via the BPL data links. The operations also include receiving identification and location information, and a timestamp associated with a connector of the multi-use power interface, and then storing the measurements, the identification and location information, and the timestamp. The operations further include detecting a change of the connector, and identifying trends in parameters by comparing the measurements and the identification and location information to historical data.

Abstract: A system includes a memory configured to store instructions and a processor that is coupled to the memory. The processor is configured to determine, based on data received from one or more of a reference tag or a positioning sensor tag, a change in a first orientation or position of a portal system platform. The processor is further configured to determine, based on detection data, a second orientation or position of a wireless identification (ID) tag or a change in the second orientation or position. The processor is further configured to determine whether the second orientation or position is valid based on the received data and to perform a response action responsive to determining that the second orientation or position is invalid due to the change of the first orientation or position of the portal system platform.

Abstract: A system for allocating wireless frequency spectrum is provided. The system may include one or more location tags attached on one or more foreign network devices and domestic network devices, one or more real-time location tracking system configured to detect the one or more location tags, and at least one control unit in communication with at least one domestic network device. The control unit may be configured to query one or more proximity policies associated with the foreign network devices and the domestic network devices, apply a modified network configuration to one or more of the domestic network devices when at least one associated proximity policy is discovered, and restore a default network configuration, or setting the modified network configuration as a new default network configuration, to the one or more of the domestic network devices when the discovered proximity policy is no longer effective.

Abstract: A system includes server that performs operations including obtaining, from sensors, measurements of physical parameters related to electrical power transmission and data transfer corresponding to a Broadband over Power Line (BPL) data links and a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via the BPL data links. The operations also include receiving identification and location information, and a timestamp associated with a connector of the multi-use power interface, and then storing the measurements, the identification and location information, and the timestamp. The operations further include detecting a change of the connector, and identifying trends in parameters by comparing the measurements and the identification and location information to historical data.

Abstract: A system includes server that performs operations including obtaining, from sensors, measurements of physical parameters related to electrical power transmission and data transfer corresponding to a Broadband over Power Line (BPL) data links and a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via the BPL data links. The operations also include receiving identification and location information, and a timestamp associated with a connector of the multi-use power interface, and then storing the measurements, the identification and location information, and the timestamp. The operations further include detecting a change of the connector, and identifying trends in parameters by comparing the measurements and the identification and location information to historical data.

Abstract: A system includes a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via Broadband over Power Line (BPL) data links. The system also includes sensors configured to collect power quality data and load management data for the BPL data links and the multi-use power interface. The multi-use power interface includes a user interface, a processor, and a memory having instructions stored thereon that, when executed by the processor, cause the multi-use power interface to perform operations. The operations include receiving power quality data and load management data from the sensors. The operations also include determining, based on the received data, functional health statuses of the multi-use power interface and the BPL data links. The operations further include transmitting the functional health statuses, the power quality data, and the load management data to a data store, and indicating, in the user interface, the functional health statuses.

Abstract: A system includes a multi-use power interface configured to be electrically and communicatively coupled to a vehicle via Broadband over Power Line (BPL) data links. The system also includes sensors configured to collect power quality data and load management data for the BPL data links and the multi-use power interface. The multi-use power interface includes a user interface, a processor, and a memory having instructions stored thereon that, when executed by the processor, cause the multi-use power interface to perform operations. The operations include receiving power quality data and load management data from the sensors. The operations also include determining, based on the received data, functional health statuses of the multi-use power interface and the BPL data links. The operations further include transmitting the functional health statuses, the power quality data, and the load management data to a data store, and indicating, in the user interface, the functional health statuses.

Abstract: A system and method is described for automated system health status determination, performance calibration, and configuration of a plurality of wireless identification (wireless ID) transceivers (or receivers) to prevent cross-receptions of wireless ID tags in adjacent wireless signal reception areas. Test wireless ID tags are positioned within the wireless signal reception area associated with each of the wireless ID antennas. The configuration parameters for each wireless ID transceiver are adjusted until only data from test wireless ID tags within the wireless signal reception area of the wireless ID antennas associated with that wireless ID transceiver are received by that wireless ID transceiver. Each wireless ID transceiver is configured with the configuration parameters that result in only data from the test wireless ID tags within the wireless signal reception area of the wireless ID antennas associated with that test wireless ID transceiver being received by that wireless ID transceiver.

Abstract: A system and method is described for automated system health status determination, performance calibration, and configuration of a plurality of wireless identification (wireless ID) transceivers (or receivers) to prevent cross-receptions of wireless ID tags in adjacent wireless signal reception areas. Test wireless ID tags are positioned within the wireless signal reception area associated with each of the wireless ID antennas. The configuration parameters for each wireless ID transceiver are adjusted until only data from test wireless ID tags within the wireless signal reception area of the wireless ID antennas associated with that wireless ID transceiver are received by that wireless ID transceiver. Each wireless ID transceiver is configured with the configuration parameters that result in only data from the test wireless ID tags within the wireless signal reception area of the wireless ID antennas associated with that test wireless ID transceiver being received by that wireless ID transceiver.

Abstract: A system for allocating wireless frequency spectrum is provided. The system may include one or more location tags attached on one or more foreign network devices and domestic network devices, one or more real-time location tracking system configured to detect the one or more location tags, and at least one control unit in communication with at least one domestic network device. The control unit may be configured to query one or more proximity policies associated with the foreign network devices and the domestic network devices, apply a modified network configuration to one or more of the domestic network devices when at least one associated proximity policy is discovered, and restore a default network configuration, or setting the modified network configuration as a new default network configuration, to the one or more of the domestic network devices when the discovered proximity policy is no longer effective.

Abstract: An apparatus is provided for presenting patient medical information. The apparatus may include at least one memory and at least one processor configured to analyze medical data of a patient generated by a primary clinical application. The medical data may be currently presented via a first window of a user interface for evaluation by a user. The processor is also configured to determine a context of the medical data or an action(s) performed by the user on behalf of the patient. The processor is also configured to detect additional information corresponding to the patient. The additional information may be received from different health care entities. The processor may also be configured to generate a panel including visible indicia denoting the additional information of the patient for consideration by the user. The panel may be arranged adjacent to the first window. Corresponding computer program products and methods are also provided.

Abstract: Methods and devices receive a first image. The first image comprises at least one visible feature. These methods and devices process the first image to identify at least one outline of the visible feature and store the outline as a second image. These methods and devices also emboss the second image on a sheet of media as an embossed print. The embossing processes comprises printing marking material on the sheet of media in a pattern matching the outline using a predetermined quantity of marking material, which is a sufficient amount of marking material to create a topographical feature on the sheet of media detectible by a human touch.

Abstract: Novel processes for the production of soy protein products, such as soy protein isolates and soy protein flour, having reduced off-flavors are disclosed. One process includes a three step process including extraction utilizing a mixture of supercritical carbon dioxide and an organic solvent. The soy protein isolates produced by the processes describe herein are suitable for use in numerous food products, including soymilk.