Abstract: A wheel assembly configured to be rotationally engaged with a supported structure, the wheel assembly having a light up wheel hub having a light up ring, the light up ring having at least one light emitting device and a generator body configured to be in electrical communication with each light emitting device and an outer shell configured to be engaged with the light up ring, such that each light emitting device is enclosed within the outer shell, wherein the rotation of the light up wheel hub about a wheel rotational axis is configured to generate electrical energy to power each light emitting device. Thus an advantage is that each light emitting device may be sealed within the outer shell, protecting it from debris, fluids and other hazards. The light up wheel hub may be configured to engage with sinusoidally shaped wheel rims through selective adjustment of light emitting device positioning.

Abstract: A lightbar with additional periphery lights for further functionality. The periphery lights can be operated through LEDs positioned behind the primary emergency lights of the lightbar. The LEDs can transmit light through a light transmissive material to the periphery. These periphery lights can be operated independently of the primary emergency lights to provide identification during non-emergency situations or additional information for coordinating emergency response.

Abstract: An apparatus for alerting individuals experiencing sensory limitations and/or sensory interference is provided according to the invention. The apparatus includes a user interface device and an alerting device. The user interface device includes a transceiver, a program and a reporting application. The alerting unit is in wireless communication with the transceiver of the user interface device, and comprises a transceiver for wirelessly communicating with the user interface device; a central processing unit for receiving and processing communications from the transceiver; an alert notification device coupled to the central processing unit. The alert notification device is configured to provide an alert to a user upon receipt of an alert signal from the central processing unit. Also provided is a power supply for providing power to the central processing unit, transceiver and alert notification device.

Abstract: Systems, methods and products for quantitative translation of design requirements into a machine learning framework for training a classification model. A plurality of auxiliary tasks associated with a plurality of auxiliary task models are specified. The plurality of auxiliary task models are concurrently trained on the auxiliary tasks to generate one or more latent features learned by the plurality of auxiliary task models. The one or more latent features may be transferred from the plurality of auxiliary task models to augment a latent feature space of a target task for the classification model. Contribution levels of the transferred one or more latent features are adjusted based on design requirements for the target task for the classification model. First and second contribution levels are specified for respective first and second sets of auxiliary task latent features being quantified and enforced.

Abstract: An apparatus for alerting individuals experiencing sensory limitations and/or sensory interference is provided according to the invention. The apparatus includes a user interface device and an alerting device. The user interface device includes a transceiver, a program and a reporting application. The alerting unit is in wireless communication with said transceiver of said user interface device. The alerting unit comprises a transceiver for wirelessly communicating with said user interface device; a central processing unit for receiving and processing communications from said transceiver; an alert notification device coupled to said central processing unit, said alert notification device configured to provide an alert to a user upon receipt of an alert signal from said central processing unit; and a power supply for providing power to the central processing unit, transceiver and alert notification device of the alerting unit.

Abstract: A circuit board and vapor chamber are disclosed. Connectors couple the vapor chamber to a circuit board. The connectors extend from the bottom of the vapor chamber. The connectors fix the vapor chamber to the circuit board such that the bottom of the vapor chamber thermally couples to a heat source on the circuit board. The circuit board has a connector assembly that couples to the vapor chamber.

Abstract: A surgical needle assembly for attachment to an ultrasonic handpiece includes an elongated metal cannula having a distal end and a proximal end. A hub is insert molded onto the cannula generally towards the cannula proximal end and formed from a material having an ultimate strength at least twice a peak cyclical stress force at a joint between the elongated metal cannula and the hub when the surgical needle assembly is in use with the ultrasonic handpiece. The hub material has a stiffness sufficient to limit a motion of the elongated metal cannula to less than 1.5 times an expected peak to peak stroke length when the surgical needle assembly is in use with the ultrasonic handpiece. The hub includes structure for mating attachment to the ultrasonic handpiece.

Abstract: A lightbar with additional periphery lights for further functionality. The periphery lights can be operated through LEDs positioned behind the primary emergency lights of the lightbar. The LEDs can transmit light through a light transmissive material to the periphery. These periphery lights can be operated independently of the primary emergency lights to provide identification during non-emergency situations or additional information for coordinating emergency response.

Abstract: Aspects of the disclosure are directed toward intelligently selecting the operating parameters of wireless access points (WAPs) deployed in a wireless environment so as to minimize or at least reduce interference in that wireless environment. A WAP may continually measure characteristics of wireless channels used in the wireless environment and obtain measurements of channel metrics for those channels. The WAP analyzes the channel metric history to identify correlations between the channel metric measurements and various timeframes and selects one or more of its operating parameters based on the channel metric history and the correlations identified.

Abstract: A wheel assembly configured to be rotationally engaged with a supported structure, the wheel assembly having a light up wheel hub having a light up ring, the light up ring having at least one light emitting device and a generator body configured to be in electrical communication with each light emitting device and an outer shell configured to be engaged with the light up ring, such that each light emitting device is enclosed within the outer shell, wherein the rotation of the light up wheel hub about a wheel rotational axis is configured to generate electrical energy to power each light emitting device. Thus an advantage is that each light emitting device may be sealed within the outer shell, protecting it from debris, fluids and other hazards. The light up wheel hub may be configured to engage with sinusoidally shaped wheel rims through selective adjustment of light emitting device positioning.

Abstract: An asthma management system and method are disclosed for collecting environmental and individual health data to predict the onset of asthma symptoms to allow for preventative therapy tailored on an individual basis. In one embodiment a computer system is in electrical communication with an individual user interface and one or more environmental factor collection points via a communications network. The user interface is adapted to send and receive asthma-related data including asthma profile and real-time asthma status data to the computer system via the communication network, and the environmental factor collection points are adapted to send and receive data to the computer system via the communications network.

Abstract: A lightbar with additional periphery lights for further functionality. The periphery lights can be operated through LEDs positioned behind the primary emergency lights of the lightbar. The LEDs can transmit light through a light transmissive material to the periphery. These periphery lights can be operated independently of the primary emergency lights to provide identification during non-emergency situations or additional information for coordinating emergency response.

Abstract: A lightbar with additional periphery lights for further functionality. The periphery lights can be operated through LEDs positioned behind the primary emergency lights of the lightbar. The LEDs can transmit light through a light transmissive material to the periphery. These periphery lights can be operated independently of the primary emergency lights to provide identification during non-emergency situations or additional information for coordinating emergency response.

Abstract: Aspects of the disclosure are directed toward intelligently selecting the operating parameters of wireless access points (WAPs) deployed in a wireless environment so as to minimize or at least reduce interference in that wireless environment. A WAP may continually measure characteristics of wireless channels used in the wireless environment and obtain measurements of channel metrics for those channels. The WAP analyzes the channel metric history to identify correlations between the channel metric measurements and various timeframes and selects one or more of its operating parameters based on the channel metric history and the correlations identified.

Abstract: An apparatus for alerting individuals experiencing sensory limitations and/or sensory interference is provided according to the invention. The apparatus includes a user interface device and an alerting device. The user interface device includes a transceiver, a program and a reporting application. The alerting unit is in wireless communication with said transceiver of said user interface device. The alerting unit comprises a transceiver for wirelessly communicating with said user interface device; a central processing unit for receiving and processing communications from said transceiver; an alert notification device coupled to said central processing unit, said alert notification device configured to provide an alert to a user upon receipt of an alert signal from said central processing unit; and a power supply for providing power to the central processing unit, transceiver and alert notification device of the alerting unit.

Abstract: An ultrasonic needle for attachment to an ophthalmic surgical handpiece includes a cannula having a proximal end and a distal end. The proximal end of the cannula is configured for attachment to an ophthalmic surgical handpiece. The distal end of the cannula includes a tip with at least one port in communication with a lumen extending through the cannula. A flexible member (e.g., a flexible loop, a flexible button, etc.) is coupled to the distal end of the cannula for tissue manipulation.

Abstract: A wheel having a circular ring is provided. The circular ring has a rotational axis and an outer surface. A plurality of lugs is mounted in side-by-side positions on said outer surface of the circular ring. Each lug of the plurality of lugs has: a center rib, a first leg and a second leg, each leg extending from the center rib laterally and opposite of each other, and a plate adapted to connect the first leg to the center rib. The outermost point of each center rib may form a circular pattern that is coaxial with the rotational axis. The wheel may have a rim nested within said circular ring, said rim having a plurality of alternating scalloped protrusions. The plurality of lugs may include high traction lugs having plates with distal edges configured to radially extend beyond the center rib to provide traction to the wheel on difficult terrain.

Abstract: Systems, methods and products for quantitative translation of design requirements into a machine learning framework for training a classification model. A plurality of auxiliary tasks associated with a plurality of auxiliary task models are specified. The plurality of auxiliary task models are concurrently trained on the auxiliary tasks to generate one or more latent features learned by the plurality of auxiliary task models. The one or more latent features may be transferred from the plurality of auxiliary task models to augment a latent feature space of a target task for the classification model. Contribution levels of the transferred one or more latent features are adjusted based on design requirements for the target task for the classification model. First and second contribution levels are specified for respective first and second sets of auxiliary task latent features being quantified and enforced.

Abstract: A surgical needle assembly for attachment to an ultrasonic handpiece includes an elongated metal cannula having a distal end and a proximal end. A hub is insert molded onto the cannula generally towards the cannula proximal end and formed from a material having an ultimate strength at least twice a peak cyclical stress force at a joint between the elongated metal cannula and the hub when the surgical needle assembly is in use with the ultrasonic handpiece. The hub material has a stiffness sufficient to limit a motion of the elongated metal cannula to less than 1.5 times an expected peak to peak stroke length when the surgical needle assembly is in use with the ultrasonic handpiece. The hub includes structure for mating attachment to the ultrasonic handpiece.