Abstract: A power machine includes a frame, an arm pivotally coupled to the frame, a power source supported on the frame, and an implement interface having an implement carrier pivotally coupled to the arm and configured to mount an implement on the power machine. The power source can be an electric power source, and the implement interface includes a power transfer system configured to provide power from the power source to the implement mounted on the implement carrier. The power transfer system of the implement interface can include a motor which rotates a power take-off output shaft in some embodiments. The power transfer system can include a hydraulic converter having a hydraulic reservoir and a hydraulic pump and configured to provide pressurized hydraulic fluid to the implement in some embodiments.

Abstract: Systems, methods and apparatus of predictive maintenance of automotive lights. For example, a vehicle has: a vehicle light assembly; sensors configured on the vehicle to measure operating parameters of the vehicle light assembly; an artificial neural network configured to analyze the operating parameters of the vehicle light assembly as a function of time to generate a result; and at least one processor configured to generate a suggestion for a maintenance service of the vehicle light assembly based on the result from the artificial neural network analyzing the operating parameters of the vehicle light assembly. For example, the sensors can be configured to measure ambient light intensity, light intensity reflected by a surface illuminated by the light, current and/or voltage in the light, and/or light intensity at a location illuminated by both environment and the light.

Abstract: A bioabsorbable textile for the restoration of the joint function whereas the joint is affected by partial thickness tears, small to medium full-thickness tears, large to massive full-thickness tears, acute and chronic/degenerative tears. The bioabsorbable textile may comprise polymeric yarns interconnected to form a weave or knitted configuration, wherein said bioabsorbable textile provides a combined mechanical and biological augmentation in the target joint tissue. The bioabsorbable textile may be implanted in combination with fixation tools during open, mini-open or arthroscopic repair/augmentation procedures of joint tissue tears.

Abstract: A vehicle having one or more cameras, configured to record one or more images of a person approaching the vehicle. The camera(s) can be configured to send biometric data derived from the image(s). The vehicle can include a computing system configured to receive the biometric data and to determine a risk score of the person based on the received biometric data and an AI technique, such as an ANN or a decision tree. The received biometric data or a derivative thereof can be input for the AI technique. The computing system can also be configured to determine whether to notify a driver of the vehicle of the risk score based on the risk score exceeding a risk threshold. The vehicle can also include a user interface, configured to output the risk score to notify the driver when the computing system determines the risk score exceeds the risk threshold.

Abstract: An electrical connector comprises an insulative shell having a floor; a first plurality of contacts extending through the floor, wherein the first plurality of contacts are disposed in a plurality of columns; a second plurality of contacts extending through the floor, wherein the second plurality of contacts are interspersed with the first plurality of contacts within the plurality of columns; and a conductive member adjacent the floor. The conductive member comprises a first plurality of openings, wherein the first plurality of contacts extend through the openings of the first plurality of openings; a second plurality of openings, wherein the second plurality of contacts extend through the openings of the second plurality of openings; and a first plurality of tabs, extending into openings in the insulative shell.

Abstract: The present invention relates to treatment compositions containing polymer systems that provide stability and benefit agent deposition as well as methods of making and using same. Such treatment compositions may be used for example as through the wash and/or through the rinse fabric enhancers as well as unit dose treatment compositions.

Abstract: Systems, methods and apparatus of intelligent optimization of data storage operations based on operating temperature. For example, a data storage device includes: one or more storage media components; a controller; at least one temperature sensor configured to generate temperature measurements; and an artificial neural network configured to predict an operating parameter of an operation of the one or more storage media components at a temperature determined by the temperature sensor. The storage media component can use the operating parameter predicted by the artificial neural network in performing the operation, such as writing data into a memory unit or reading data from the memory unit. For example, the operating parameter can be a voltage for programming multiple bits into a memory cell, or reading data from a memory cell.

Abstract: Systems, methods and apparatuses to detect an item left in a vehicle and to generate an alert about the item. For example, a camera configured in a vehicle can be used to monitor an item associated with a user of the vehicle. The item as in an image from the camera can be identified and recognized using an artificial neural network. In response to a determination that the item recognized in the image is left in the vehicle after the user has exited the vehicle, an alert is generated to indicate that an item is in the vehicle but the user is leaving the vehicle.

Abstract: A vehicle having one or more cameras, configured to record one or more images of a person approaching the vehicle. The camera(s) can be configured to send biometric data derived from the image(s). The vehicle can include a computing system configured to receive the biometric data and to determine a risk score of the person based on the received biometric data and an AI technique, such as an ANN or a decision tree. The received biometric data or a derivative thereof can be input for the AI technique. The computing system can also be configured to determine whether to notify a driver of the vehicle of the risk score based on the risk score exceeding a risk threshold. The vehicle can also include a user interface, configured to output the risk score to notify the driver when the computing system determines the risk score exceeds the risk threshold.

Abstract: A device for surgical retraction having a frame flexible to conform to a patient's anatomy, the frame including at least one anchoring member for retaining a tissue retraction member. A stabilizing member is attached to the frame and secures the stabilizing member to a patient, wherein a tissue retraction member applying a force to the frame in a first direction is counterbalanced by the stabilizing member to provide a force in a second opposite direction.

Abstract: An emergency lighting system and a method for operating same. The emergency lighting system includes an area control device, a storage device, an external device and a plurality of emergency lighting devices operably connected to the area control device. In addition, each emergency lighting device includes a light, a controller having an electronic processor configured to perform a self-diagnostic test, and an input/output (I/O) device for transmitting data associated with the self-diagnostic test, and wherein each of the plurality of emergency lighting devices is configured to wirelessly communicate with one another. The area control device may wirelessly receive data associated with the self-diagnostic test from at least one of the plurality of emergency lighting devices, and may wirelessly transmit the data associated with the self-diagnostic test of any of the plurality of emergency lighting devices to at least one of the storage device and the external device.

Abstract: The system includes a frame composed of materials and geometry allowing selective deformation in a plane perpendicular to a patient's anatomy at the surgical site but resisting deformation in a plane parallel to the anatomy. The frame is connected to stabilizing features and sheets, which are attached to adhesive to secure the frame to the patient. The features, sheets, and adhesive layers extend both into and beyond the frame. An integrated sheet covers the prospective incision site on the patient. When positioned at the site, the frame conforms to the patient. Anchor points are distributed along the frame to reversibly secure and provide a stable base for surgical retractors, even when unilaterally applied. By adaptable positioning and design of the stabilizing members and adhesive layers on the frame, the system is able to provide optimal tractional stability when experiencing tensile loads in myriad surgical environments including ophthalmic and spinal surgery.

Abstract: Systems, methods and apparatuses to control quality of service of a data storage device. For example, the data storage device receives an input data stream and provides an output data stream. Based at least in part on the input data stream and/or the output data stream, the data storage device determines a quality of service configuration using an artificial neural network. A controller of the data storage device uses the quality of service configuration to control operations of the data storage device that are relevant to quality of service of the data storage device. For example, the configuration identifies optimized strategies and parameters of caching or buffering, and optimized timing and frequency of background maintenance processes, such as garbage collection, wear leveling, etc.

Abstract: Systems, methods and apparatus of predictive maintenance of automotive engines. For example, a vehicle has an engine, at least one microphone directed to the engine to sense audio signals including sound emitting from the engine, an artificial neural network configured to analyze the audio signals to generate a result, and at least one processor configured to generate a suggestion for a maintenance service of the engine based on the result from the artificial neural network analyzing the audio signals.

Abstract: A print material includes a vinylic molecule, a vinylic cross-linker molecule having a plurality of vinyl groups, a quantum dot, a light-scattering particle having a surface composition, and a dispersant having a chemical affinity matched to the surface composition. Methods of making and using such print materials are also described.

Abstract: A profile is automatically generated for an occupant of a vehicle. In one approach, data is collected from an interior of a vehicle to determine whether an occupant is present. If an occupant is present, a local profile is automatically generated. The local profile is sent to a remote computing device. The remote computing device links the local profile to a remote profile stored by the remote computing device. Configuration data is generated by the remote computing device based on linking the local and remote profiles. The configuration data is sent to the vehicle and used by the vehicle to control the operation of one or more components of the vehicle.

Abstract: Embodiments are directed to system and methods for determining the user identity of a vehicle occupant and identifying a corresponding user profile to provide customer settings for the user. In some embodiments, the seat or position of the user is determined and settings are applied depending on the which seat is occupied by the user. In some embodiments, vehicle settings are updated as additional vehicle occupants enter the vehicle.

Abstract: A vehicle that can be customized and personalized via a mobile user profile. The vehicle can include a body, a powertrain, vehicle electronics, and a computing system. The computing system of the vehicle can be configured to: receive data fields of a driver profile of a user from a mobile device; estimate, using machine learning, configurations of vehicle functions for the vehicle according to the data fields; and control settings of a set of components of the vehicle, via the vehicle electronics, according to the estimated configurations.

Abstract: An emergency lighting system that includes a storage device, an emergency lighting device, an area control device and an external device. The emergency lighting device includes a light, a first controller having a first electronic processor configured to perform a self-diagnostic test, and a first input/output (I/O) device configured to transmit data associated with the self-diagnostic test. The area control device includes a second I/O device configured to receive data associated with the first self-diagnostic test form the first I/O device and transmit the data associated with the self-diagnostic test to the storage device.

Abstract: A device for surgical retraction having a frame flexible to conform to a patient's anatomy, the frame including at least one anchoring member for retaining a tissue retraction member. A stabilizing member is attached to the frame and secures the stabilizing member to a patient, wherein a tissue retraction member applying a force to the frame in a first direction is counterbalanced by the stabilizing member to provide a force in a second opposite direction.