Abstract: Various embodiments of the present disclosure provide a system and method for real-time estimation and changing emotional state of a user. The system comprises a memory configured to store executable instructions and a processor configured to execute the executable instructions stored in the memory, the processor configured to: collect bio physiological data of the user from a smart wearable device of the user, validate the bio physiological data, extract features based on the validated bio physiological data, and train a machine learning model using the extracted features for the real-time estimation of emotional state of the user, and provide personalized recommendations for changing the emotional state of the user.

Abstract: A structure according to embodiments of the invention includes a light emitting device for emitting light having a first peak wavelength. A wavelength converting layer is disposed in a path of light emitted by the light emitting device. The wavelength converting layer absorbs light emitted by the light emitting device and emits light having a second peak wavelength. The wavelength converting layer includes a mixture of a wavelength converting material, a transparent material, and an adhesive material, wherein the adhesive material is no more than 15% of the weight of the wavelength converting layer.

Abstract: Systems and methods for capturing and transforming wide-angle video information are disclosed. Exemplary implementations may: guide light to an image sensor by a fisheye lens; capture wide-angled video information having a horizontal angle-of-view of 200 degrees or more and a vertical angle-of-view of 180 degrees or more; select a portion of the captured wide-angled video information; transform the selected portion into a rectilinear projection that represents the video sequence; and transform the rectilinear projection into a viewable video sequence that has a format suitable for playback in a virtual reality headset.

Abstract: Systems and methods for decoding a video stream, a method includes receiving video stream, the video stream including: a frame of a plurality of two-dimensional (2D) pictures that are layers of the frame, each of the plurality of 2D pictures having a respective attribute of a same three-dimensional (3D) representation, frame partition information that indicates the frame is partitioned into a plurality of sub-frames, each of the plurality of sub-frames being a respective combination of a sub-region of each picture of the plurality of 2D pictures, and 3D bounding box information that specifies a 3D position corresponding to a sub-frame of the plurality of sub-frames; the method further includes identifying the sub-frame using the frame partition information; and decoding the sub-frame identified.

Abstract: Aspects of the disclosure provide methods and apparatuses for video encoding/decoding. An apparatus for video decoding includes processing circuitry that decodes prediction information for a current block in a current picture that is a part of a coded video sequence. The prediction information indicates a specific inter prediction mode, a position dependent prediction combination (PDPC) process, and a coded residual for the current block. The processing circuitry determines at least one of (i) a partition of the current block to which a transform process is to be applied and (ii) a transform type of the transform process for the current block based on the prediction information. The processing circuitry performs the transform process on the coded residual to generate a decoded residual. The processing circuitry reconstructs the current block based on the decoded residual.

Abstract: A method for producing an optical waveguide by: (a) depositing a first composition: (i) a polysiloxane comprising epoxy and alkenyl groups with refractive index no greater than 1.50, (ii) a compound comprising at least one epoxy group and refractive index no greater than 1.49, and (iii) a polysiloxane having refractive index at least 1.50; (iv) a photo acid generator; (v) a hydrosilylation catalyst, (vi) an inhibitor for hydrosilylation; (b) curing by exposure to ultraviolet light; (c) removing the uncured portion to produce a patterned core layer; (d) after a time from 20 to 300 hours depositing a second composition comprising: (i) a polysiloxane comprising epoxy groups with refractive index no greater than 1.49, and (ii) a compound comprising at least two epoxy groups with a refractive index no greater than 1.49 and an alcohol having refractive index no more than 1.45 (iii) at least one photo acid generator.

Abstract: The subject matter of this specification can be embodied in, among other things, an upper torso garment that includes a torso section extending from a waist region to a neck region, the torso section including a front region and a back region. The torso section includes a left torso region and a right torso region. The upper torso garment includes a first reversed pocket positioned on a left lateral side of the front region of the torso section and proximate to the waist region, the first reversed pocket including a first pocket opening oriented at least partly toward the right torso region, and a second reversed pocket positioned on a right lateral side of the front region of the torso section and proximate to the waist region, the second reversed pocket comprising a second pocket opening oriented at least partly toward the left torso region.

Abstract: This invention relates to aqueous pharmaceutical formulations comprising a glucocorticoid. These have been formulated to contain high concentrations of glucocorticoid and reduced levels of preservatives.

Abstract: An earcup for a medical headgear includes a body and a gasket attached to the body and formed of an open-cell foam. The earcup with the body and the gasket is a frequency-dependent auditory filter providing sound attenuation generally increasing as a function of frequency.

Abstract: A drivetrain for a powertrain system is arranged to transfer mechanical power between an internal combustion engine, an electric machine and a driveline. The drivetrain includes a gearbox including an input member disposed on a first end, an output member disposed on a second end and an auxiliary geartrain including a first mechanical drive mechanism, a second mechanical drive mechanism, and an auxiliary driveshaft. The auxiliary driveshaft rotatably couples the first mechanical drive mechanism and the second mechanical drive mechanism. The electric machine includes a stator attached to the second end of the gearbox and annular to the output member of the gearbox. The second mechanical drive mechanism is rotatably coupled to the rotor of the electric machine. The first mechanical drive mechanism is rotatably coupled to the input member of the gearbox. The internal combustion engine is also coupled to the input member of the gearbox.

Abstract: A vehicle seating assembly is provided that includes a platform. The platform includes a frame having an attachment feature. A seat base is coupled with the attachment feature. A cross-member is coupled to the frame and movable between extended and retracted positions. The seating assembly also includes a track assembly including a plurality of tracks received by guides. The platform extends between each of the plurality of tracks.

Abstract: The method includes covering a first opening of at least one first chute using a lid, delivering air from a pressurized air source into the at least one first chute, and advancing at least one first plunger through a first end of the at least one first chute to transfer a product through a second end of the at least one first chute and into a first open side of at least one first box.

Abstract: Disclosed is a dual container device comprising a bottom container comprising a first base, a top member comprising one or more first openings, and a first wall extending between the first base and the top member, a top container comprising a second base comprising one or more second openings, and a second wall extending from the second base, an intermediate wall extending either upwardly from the upper rim of the first wall or downwardly from the lower rim of the second wall, the intermediate wall for slidably receiving the container that is not attached thereto therethrough, and guides and tracks disposed on the interior surface of the intermediate wall and the exterior surface of the wall of the container received within the intermediate wall such that motion of the top container with respect to the bottom container is restricted to between an open position and a closed position.

Abstract: A multi-purpose biometric locking .system is provided having interchangeable cables and a biometric lock. The locking system includes multiple length locking cables that are interchangeable in the locking system and include differing lengths and diameters for use in a variety of desired situations. The locking system also includes a biometric sensor to allow the lock to be operated using the fingerprints of the approved users.

Abstract: A method, system, and apparatus are disclosed for adding library models to a library knowledge base by defining a template for a library configuration file that conveys information about each library model, custom inputs and code snippets to facilitate library comparison operations, and education content for the library model, where the library configuration file template may be automatically filled by populating selected data fields in the template with information identifying the library model, scraping documentation pages to extract test cases, and then scraping test case code to extract the test case input parameters for input to an input/output matching engine to evaluate a repository of code snippets and identify a set of functionally similar code snippets for inclusion one or more data fields in the template.

Abstract: Systems and methods of selecting digital platforms for execution of voice-based commands are provided. The system receives an application that performs an action associated with a service via digital platforms. The system debugs the application to validate parameters of the action on at least two platforms of the digital platforms. The system receives data packets comprising an input audio signal detected by a sensor of a client device, and parses the input audio signal to identify the action and the service. The system selects a first platform from the digital platforms to perform the action. The system initiates, responsive to selection of the first platform, an interactive data exchange to populate parameters of an action data structure corresponding to the action. The system executes the action via the selected platform using the action data structure.

Abstract: Described herein are embodiments for systems and methods for mutual machine learning with global topic discovery and local word embedding. Both topic modeling and word embedding map documents onto a low-dimensional space, with the former clustering words into a global topic space and the latter mapping word into a local continuous embedding space. Embodiments of Topic Modeling and Sparse Autoencoder (TMSA) framework unify these two complementary patterns by constructing a mutual learning mechanism between word co-occurrence based topic modeling and autoencoder. In embodiments, word topics generated with topic modeling are passed into auto-encoder to impose topic sparsity for the autoencoder to learn topic-relevant word representations. In return, word embedding learned by autoencoder is sent back to topic modeling to improve the quality of topic generations. Performance evaluation on various datasets demonstrates the effectiveness of the disclosed TMSA framework in discovering topics and embedding words.

Abstract: A semiconductor device includes a region of semiconductor material comprising a semiconductor layer of a first conductivity type and having a first major surface. A body region of a second conductivity type opposite to the first conductivity type is disposed in the second semiconductor layer extending from the first major surface. The body region comprises a first segment having a first doping concentration, and a second segment laterally adjacent to the first segment and adjacent to the first major surface having a second doping concentration less than the first doping concentration. A source region of the first conductivity type is disposed in the first segment but is not disposed in at least a portion of the second segment. An insulated gate electrode is disposed adjacent to the region of semiconductor material adjoining the first segment, the second segment, and the source region. A conductive layer is electrically connected to the first segment, the second segment, and the first source region.

Abstract: A tubular graft for use in a stent graft. The tubular graft may include a first woven layer that forms a first side of the tubular graft, where the first woven layer has a set of first warp ends. A second woven layer may forma a second side of the tubular graft, where the second woven layer has a set of second warp ends, and where the second warp ends are distinct from the first warp ends. A woven pocket flap may extend from the first woven layer, where a pocket opening is defined between the woven pocket flap and the first woven layer, and where the woven pocket flap includes at least one common weft yarn with the first woven layer.

Abstract: Provided is a loading tray assembly for housing a lyophilization container and a related system and method. The loading tray assembly includes a chassis including a contact void configured to facilitate direct contact between the attached lyophilization container and a lyophilizer shelf. The method includes securing a multi-part lyophilization container including a peelable seal on a lyophilization loading tray assembly, inputting a liquid into a non-breathable section of the lyophilization container, loading the tray assembly into a lyophilizer, freezing the liquid, applying heat energy and a vacuum, the vacuum causing an opening of the peelable seal and occluding the lyophilization container to isolate the frozen liquid.