Abstract: A method for training a depth estimation model and methods for use thereof are described. Images are acquired and input into a depth model to extract a depth map for each of the plurality of images based on parameters of the depth model. The method includes inputting the images into a pose decoder to extract a pose for each image. The method includes generating a plurality of synthetic frames based on the depth map and the pose for each image. The method includes calculating a loss value with an input scale occlusion and motion aware loss function based on a comparison of the synthetic frames and the images. The method includes adjusting the plurality of parameters of the depth model based on the loss value. The trained model can receive an image of a scene and generate a depth map of the scene according to the image.

Abstract: A system for increasing quality of results of computations of an artificial neural network (ANN) by using complex rounding rules for parameters in the ANN is provided, the system comprising one or more processing units configured to: receive a plurality of first parameters for one or more neurons of ANN, the first parameters being of a first data type; and change the first parameters to second parameters of a second data type to obtain a plurality of the second parameters according to a rule in which a distance between at least one first parameter and corresponding second parameter is greater than a distance between the first parameter and a value of the second data type closest to the at least one first parameter. A distance between a vector of the first parameters and a vector of the second parameters is minimized.

Abstract: A drive arrangement is provided comprising at least one drive device, which is rotatable about a rotational axis, comprises at least one drive element and at least one retaining element, the drive element being arranged offset in the radial direction in relation to the retaining element, and at least one output unit, which is rotatable or pivotable about an axis, the output unit comprising at least one drive recess and at least one retaining recess, the drive element being associated with the at least one drive recess and engaging in the drive recess to drive the output unit, and the retaining element being associated with the retaining recess and engaging in the retaining recess to hold the output unit in a set position, the drive element having a cross section that is different from a circular cross section and that is curved at least in some sections, and/or the drive recess widening in the radial direction in order to define an entry opening for the drive element.

Abstract: A double curvature blade for a portion of system. The system may include a pump, such as a submersible pump. The pump may include a multiple or single stage pump. The pump may be powered by a selected motor.

Abstract: A computer-based visualization and refactoring system is capable of analyzing a computer program to determine computation tasks of the computer program and channels linking the computation tasks. The system generates, in a memory of computer hardware, a dataflow graph having nodes representing the computation tasks and edges representing the channels. The edges connect the nodes. Source code representations of the computation tasks are determined. Execution metrics of the computer program are determined. The nodes of the dataflow graph are annotated with the source code representations and the nodes and/or the edges are annotated with the execution metrics. The dataflow graph is displayed on a display device as annotated.

Abstract: A monolithic core for a heat exchanger comprises a plurality of three-dimensional unit cells arranged along three orthogonal axes of the core, the three orthogonal axes comprising a first axis, a second axis, and a third axis. Each of the plurality of unit cells has a first dimension comprising an axial extent along the first axis, a second dimension comprising an axial extent along the second axis, and a third dimension comprising an axial extent along the third axis. For at least one unit cell of the plurality of unit cells, the first dimension is not equal to the second dimension.

Abstract: A smart temperature control system is disclosed. The smart temperature control system includes processing circuitry and a temperature control device. The temperature control device includes a container configured to store a product and temperature control hardware configured to control a temperature within the container. The processing circuitry includes one or more processors configured to monitor the temperature cycles within the container, determine a duration of at least portions of each temperature cycle over a time period, determine a selected time value based on the duration of the portions of each temperature cycle, and update a time limit variable with the selected time value.

Abstract: A lighting device comprising a lighting unit comprising a plurality of lighting modules and a termination module, wherein the termination module is configured to have an electrical characteristic different from that of each lighting module, such that it draws a different amount of current in response to an applied drive voltage. The present invention suggests automatically determining a lighting module count of the lighting unit upon detection of the termination module, by measuring a change of a current passing through the lighting unit while sequentially activating the modules of the lighting unit.

Abstract: A stack for fabricating an integrated circuit intended to perform an electromagnetic-lens function for a reconfigurable transmitarray antenna, the stack including in succession: a substrate that includes a set of first active components configured to generate a phase shift, and that has first and second opposite surfaces, the first active components being integrated monolithically into the substrate; a metal layer, forming a ground plane on the first surface of the substrate; a layer of a cured polymer, formed on the metal layer; vias that are electrically insulated from the metal layer and that are arranged to electrically connect pairs of planar antennas, each electrically connected pair of planar antennas including first and second planar antennas that are aligned along the normal to the first and second surfaces of the substrate.

Abstract: A method for training a real-time, modeling for animating an avatar for a subject is provided. The method includes collecting multiple images of a subject. The method also includes selecting a plurality of vertex positions in a guide mesh, indicative of a volumetric primitive enveloping the subject, determining a geometric attribute for the volumetric primitive including a position, a rotation, and a scale factor of the volumetric primitive, determining a payload attribute for each of the volumetric primitive, the payload attribute including a color value and an opacity value for each voxel in a voxel grid defining the volumetric primitive, determining a loss factor for each point in the volumetric primitive based on the geometric attribute, the payload attribute and a ground truth value, and updating a three-dimensional model for the subject. A system and a non-transitory, computer-readable medium storing instructions to perform the above method are also provided.

Abstract: Techniques for an ontology-based approach for modeling service dependencies in a provider network. The approach is flexible and extensible to different provider network SOA systems and not limited to a particular provider network or a particular SOA system. The approach can be used to model an entire SOA system or selected portion thereof and from different perspectives. In some examples, the approach uses an ontology represented using a Web Ontology Language (OWL). In some examples, the ontology is used to identify service dependencies and relationships in a knowledge base that is populated based on operational data collected in the provider network environment.

Abstract: A transverse flux electric motor includes a stator including coils configured to carry current and a rotor arranged to interact with the stator. The rotor is configured to produce a torque for driving rotation of the rotor. The transverse flux electric motor has an active parts mass, mact, equal to a cumulated mass of components of the transverse flux electric motor that contribute to the production of the torque. The transverse flux electric motor has an active parts torque density, ?act, defined as a peak rated torque, ?peak, divided by the active parts mass, mact. The transverse flux electric motor has a power factor equal to cos(?), wherein ? is a steady-state phase difference between a stator coil current and a stator coil voltage, and wherein the transverse flux electric motor has a machine parameter ? that is greater than or equal to 65 Nmkg?1, where ? equals ?act/cos(?).

Abstract: A product or article of manufacture using a method of attaching a digitally printed attaching member to a material so that it can be customized with at least one add-on feature. The method uses 3D printing to produce attaching members with advanced features, providing unique customization capabilities. The method allows products to change their appearance or functionality and offers a new business model that uses the advantages of digital printing technology to enable advanced do it yourself customization of products. The method discloses how to integrate digital images with physical products.

Abstract: Embodiments are directed to a platform for zebrafish phenotyping that includes a user, images and videos containing zebrafish and elements pertaining to the zebrafish (such as organs, organ systems, and tissues), a first set of machine learning models used to predict zebrafish phenotypes based on the image and video data, and a second set of machine learning models used to automatically detect elements in one of the images and videos containing zebrafish. This platform may be used to detect changes in phenotypes and may be used to detect alteration is specific organs in zebrafish.

Abstract: In at least one embodiment, a system including a seat assembly and at least one controller is provided. The seat assembly performs one or more seat operations for a vehicle occupant. The at least one controller is programmed to receive a first signal indicative of battery charge status for one or more batteries and to control the one or more seat operations based on at least the battery charge status.

Abstract: Disclosed herein are an exemplary apparatus, system, and methods (e.g., Tactical Passive RFID transponder gloves with Morphological Actuation) comprising a glove made predominately of a resistive fabric that varies resistance per degree of deformation; comprising near field communication RFID tag readers, and a controller coupled to the glove to evaluate the varied resistance. A method of classifying RFID tags is also disclosed.

Abstract: The present invention relates to certain SGLT-2 inhibitors for treating and/or preventing oxidative stress, for example in patients with type 1 or type 2 diabetes, as well as to the use of such SGLT-2 inhibitors in treatment and/or prevention of cardiovascular diseases in patients, for example type 1 or type 2 diabetes patients. The present invention further relates to certain SGLT-2 inhibitors for treating and/or preventing a metabolic disorder and preventing, reducing the risk of or delaying the occurrence of a cardiovascular event in patients, for example patients with type 1 or type 2 diabetes.

Abstract: A power module (1) comprises a first switch (2) comprising a first switch element (9) and an associated first diode (10), a second switch (3) comprising a second switch element (11) and an associated second diode (12), the first and second switches (2, 3) being electrically connected to form a half-bridge, wherein the switch elements (9, 11) and diodes (10, 12) are located next to each other, wherein the second switch element (11) and second diode (12) are located between the first switch element (9) and the first diode (10).

Abstract: A device for measuring condensation and/or advance of corrosion of a conduit includes an insulator extending around the conduit; a first conductor and a second conductor which are arranged such that at least a portion of the insulator lies between the conduit and the first conductor and the second conductor, such that the first conductor forms a first pole of a capacitor, the second conductor forms a second pole of the capacitor, and the portion therebetween comprises a capacitive coupling between the first pole and the second pole. At least one measuring instrument is configured to determine a value which is representative of the capacitive coupling.

Abstract: A payment authentication method without need for prior payment system (PS) registration comprises the steps of a) a user equipment (UE) sending a signal requesting a purchase from an online provider; b) the UE receiving a response signal with PS address; c) the UE sending a first session request signal for a communication session with the PS; d) a policy function determining an address of an authentication server based on the PS; e) a core network managing function determining a persistent ID (PID) of the UE and providing the PID to the authentication server in a second session request signal; f) the authentication server determining the authenticity of the UE using the PID; g) the PS determining, based on the PID, a payment status of the UE for the purchase; and h) enabling at least one user option at the UE for the purchase based on the status of payment.