Abstract: A hand carryable, non-lethal personal protection device using compressed gas for operation. In some embodiments the device uses the compressed gas to create and shoot a vortex of air at the target. In other embodiments, the compressed gas can be used to shoot a burst of atomized water at the attacker. In still other embodiments the device uses the compressed gas to shoot ammunition, such as a ring airfoil, O-ring, bean bag, or other non-lethal blunt trauma munitions at the target. In still further embodiments, the device is modular in its construction, and can be used to apply the compressed gas to various different attachments.

Abstract: An exemplary method of depositing a layer of a material on an interior substrate surface of a complex geometry component includes the steps of providing the complex geometry component having an aperture defining an edge of the interior substrate surface of the complex geometry component, at least a portion of the interior substrate surface defining a first area not visible from the aperture, providing a heating element adjacent to the first area of the complex geometry component, energizing the heating element to raise a surface temperature of the first area and establish a thermal gradient between the first area and an adjacent area, and providing a vapor deposition apparatus configured to deposit the layer of material on the interior substrate surface corresponding to the first area of the complex geometry component.

Abstract: An electronic faucet that has a controller module cartridge that is detachably connected to a spout assembly by an adapter.

Abstract: The technology relates to navigating aerial vehicles using deep reinforcement learning techniques to generate flight policies. An operational system for controlling flight of an aerial vehicle may include a computing system configured to process an input vector representing a state of the aerial vehicle and output an action, an operation-ready policies server configured to store a trained neural network encoding a learned flight policy, and a controller configured to control the aerial vehicle. The input vector may be processed using the trained neural network encoding the learned flight policy.

Abstract: An adaptable anchor including a frame; an arm articulated to the frame; a pad connected to the arm at a distance from the articulation with the frame; a wedge movably mounted to the frame and in wedging contact with the arm; a biasing member disposed to selectively apply a biasing energy between the frame and the wedge; and a degradable retainer preventing application of the biasing energy until degraded. An embodiment of a borehole system including a borehole in a subsurface formation; a tubular member disposed in the borehole; and an adaptable anchor as in any prior embodiment in operable contact with the tubular member. An embodiment of a method for anchoring a tool in a borehole including running the adaptable anchor as in any prior embodiment; degrading the degradable retainer; urging the wedge into contact with the arm with the biasing member; and displacing the pad.

Abstract: A solar energy system for use with tufted geosynthetics on a substantially flat surface having a racking structure with bases and attachments for frictional seating to a tufted geosynthetic ground cover system, a bifacial solar panel mounted to the racking system and electrically connected to a connection box for communicating electrical current to an electricity power conditioner of an electrical current grid generated upon exposure of the solar panel to ambient light. A method of using a solar energy system with tufted geosynthetics cover system is disclosed.

Abstract: An aspect includes implementing capacity reduction in a storage system includes for each of a candidate page and a target page in the storage system, identifying a subset of sectors having identical data or a minimum amount of non-identical data, performing a bit-wise exclusive OR (XOR) operation on sectors of the candidate page and the target page, determining entropy from results of the XOR operation. Upon determining the entropy is less than or equal to a threshold value, an aspect includes building a reference page from an XOR sector containing results of the bit-wise XOR operation, and performing a compression operation on the reference page.

Abstract: One disclosed example provides a computing system configured to receive input defining a machine conversation dialog flow, display in an editing user interface a first representation of the machine conversation dialog flow in the form of a symbolic representation, receive input requesting display of a second representation of the machine conversation dialog flow, and in response to the request display in the editing user interface the machine conversation dialog flow in the character-based representation. The computing system is further configured to, based upon the machine conversation dialog flow, update a machine conversation schema template to form an updated machine conversation schema, and form an agent definition file based upon the updated machine conversation schema for use in executing the machine conversation dialog flow.

Abstract: A computer, including a processor and a memory, the memory including instructions to be executed by the processor to simulate behavior of a vehicle suspension component based on sampling a geometry space including vehicle suspension component hard-points using Gaussian process modeling and determine one or more vehicle suspension component geometries including vehicle suspension component hard-points based on first kinematic curves corresponding to behavior of the vehicle suspension component.

Abstract: In some implementations, a method includes: receiving, from the camera, a sample image that includes a fingerprint and a mensuration reference device, where the sample image is associated with a resolution; identifying (i) a plurality of edge candidate groups within the sample image, and (ii) a set of regularity characteristics associated with each of the plurality of edge candidate groups; determining that the associated set of regularity characteristics indicates the mensuration reference device; identifying a ruler candidate group, from each of the plurality of edge candidate groups, based at least on determining that the associated set of regularity characteristics indicates the mensuration reference device; computing a scale associated with the sample image based at least on extracting a set of ruler marks from the identified ruler candidate group; and generating, based at least on the scale associated with the sample image, a scaled image.

Abstract: A device for cooking food may include a steam-generating chamber, which may provide steam to a cooking chamber at a regulated steam temperature, that may comprise a liquid-heating element and an atomizer. The liquid-heating element may heat a liquid to a regulated liquid temperature, which may be less than a boiling temperature of the liquid. The regulated steam temperature may be based on the regulated liquid temperature. The cooking chamber may include an air-heating element, which may heat the air within the cooking chamber. The air-heating element may be heated to a regulated heater temperature less than the boiling temperature of the liquid. The cooking chamber may receive the steam, and maintain the air within the cooking chamber at a regulated air temperature based on the regulated heater temperature of the air-heating element and the regulated steam temperature of the steam.

Abstract: A method of automatically mating a gateway device with an energy measurement device in a usage area via a user computing device including steps of providing a gateway device for an energy measurement device in the usage area, connecting the gateway device to a local network for the usage area, installing a user application on the user computing device, searching for the gateway device with the user application for a predetermined time period, detecting the gateway device within the predetermined time period by establishing communication between the gateway device and the user computing device, and passing information between the gateway device and the user application on the user computing device to allow the gateway device to connect to the energy meter.

Abstract: A method comprises creating template limited-administration ontologies, the template limited-administration ontologies each identifying a plurality of different managers, each of the different managers having distinct and limited system access privileges. A request is received for a limited-administration server system, the request being associated with a client entity. A particular template limited-administration ontology of the template limited-administration ontologies is selected based on the request. A deployment ontology is generated based on the particular template limited-administration ontology and the request. A limited-administration server system deployment package is generated based on the deployment ontology.

Abstract: Systems and methods for operating computing devices, including providing point-click, drag and drop, pan and zoom, and text entry operations, without using physical computer mouse and keyboard are provided. Multiple types of sensors on a wristband may be used to detect different hand/finger gestures for calibration, activation, performance of mouse or text entry functionalities, and/or termination.

Abstract: A close-out assembly includes a housing and an inlet. The housing includes a wall that surrounds an opening. The wall includes an outer edge adjacent to the face plate and an inner edge. The inlet is coupled to the wall, and the inlet is accessible through the opening. The assembly includes a door coupled to the housing that is movable relative to the housing. The assembly includes a seal formed to the wall at the outer edge of the wall and the inner edge of the wall. The door engages one part of the seal when the door is in a closed position, and the inlet engages another part of the seal regardless of the position of the door. A method of manufacturing the assembly includes positioning a housing relative to a mold, and molding an elastomeric material to the housing using the mold to form a seal.

Abstract: Ride-on equipment includes a pair of front wheels, a pair of rear wheels, a main frame, a subframe pivotally coupled to the main frame about a pivot axis, a power source, and a transaxle assembly. The power source is coupled to and supported by the main frame and includes a drive pulley. The transaxle assembly is configured to pivot with respect to the power source, is operably coupled to the pair of rear drive wheels, and includes at least one driven pulley. The drive pulley and the at least one driven pulley are operably coupled by a belt such that the at least one driven pulley of the transaxle assembly is configured to be driven by the drive pulley of the source via the belt.

Abstract: Methods and devices for formulating scented nanoemulsions and dispersing one or more scents is disclosed. In some embodiments, the method includes providing a first mixture including water and a water surfactant, providing a second mixture including a fragrance material and an fragrance surfactant, mixing the first and second mixtures to create a temporary emulsion, and performing one or more high-energy homogenizations to the temporary emulsion until one or more desired physical properties of a resulting nanoemulsion are obtained. In some embodiments, the one or more high-energy homogenizations includes microfludization, sonication, and high-shear mixing. In some embodiments, the resulting nanoemulsion may thereafter be dispersed as a scent via an aerosolizing device. In some embodiments, the aerosolizing device may disburse scents in response to actions and/or events experienced in an AV/AR system.

Abstract: Image editing on a wearable device includes a system which obtains sensor data via the wearable device. The sensor data includes a representation of hand movement, head movement or voice command associated with a user. The system executes an application for editing an image based on the obtained sensor data. The system provides for display a list of image adjustment types associated with the application. The system selects an image adjustment type based on one or more of the hand movement, the head movement or the voice command. The system provides for display a prompt having options to adjust a property of the selected image adjustment type. The system selects one of the options included in the prompt. The system modifies an image based on the selected option. The system then provides the modified image for storage in a data structure of a memory unit in the wearable device.

Abstract: The description relates to executing an inference query relative to a database management system, such as a relational database management system. In one example a trained machine learning model can be stored within the database management system. An inference query can be received that applies the trained machine learning model on data local to the database management system. Analysis can be performed on the inference query and the trained machine learning model to generate a unified intermediate representation of the inference query and the trained model. Cross optimization can be performed on the unified intermediate representation. Based upon the cross-optimization, a first portion of the unified intermediate representation to be executed by a database engine of the database management system can be determined, and, a second portion of the unified intermediate representation to be executed by a machine learning runtime can be determined.

Abstract: This invention relates to methods for treating dry eye and improving the quality of the meibum composition of inflamed or dysfunctional meibomian glands of a mammal, comprising the steps of administering a composition consisting essentially of an effective amount of omega-3 fatty acids on a daily dosage basis to the mammal having inflamed or dysfunctional meibomian glands, wherein the effective amount of omega-3 fatty acids comprises eicosapentaenoic acid (EPA) in an amount greater than 600 mg and in the re-esterified triglyceride form, and wherein the composition administered does not include any additional omega-6 fatty acids beyond the range normally found in the source material of the omega-3 fatty acids. The composition administered may facilitate an increase in levels of anti-inflammatory omega-3?s in the meibum composition of the treated meibomian glands of the mammal and a decrease in the levels of inflammatory omega-6?s in the meibum composition of the treated meibomian glands.