Abstract: A method includes receiving an utterance of speech and segmenting the utterance of speech into a plurality of segments. For each segment of the utterance of speech, the method also includes extracting a speaker=discriminative embedding from the segment and predicting a probability distribution over possible speakers for the segment using a probabilistic generative model configured to receive the extracted speaker-discriminative embedding as a feature input. The probabilistic generative model trained on a corpus of training speech utterances each segmented into a plurality of training segments. Each training segment including a corresponding speaker-discriminative embedding and a corresponding speaker label. The method also includes assigning a speaker label to each segment of the utterance of speech based on the probability distribution over possible speakers for the corresponding segment.

Abstract: A skid-steer implement allows for the rotation of a tool attachment relative to the body of the skid-steer by coupling an attaching element and a rotation attachment device with a shaft and force generating devices. The slim construction of the device allows for bucket rotation while limiting the tipping load change caused by the extension of the implement.

Abstract: Articles can be provided with odor resistance by applying a dispersion of a halogenated heterocyclic N-halamine in an inert liquid carrier onto the surface of the article and allowing the inert liquid carrier to penetrate into it. The N-halamine accordingly becomes deposited on the surface of the article after the inert liquid carrier penetrates into the article. This method can be used to provide odor resistance to a variety of substrates, including garbage bags. It can also be used to deposit other functional particulates onto the surface of substrates having sufficient porosity to take up the vehicle. For instance, such functional particles can be oxidants that display antimicrobial and/or enzyme inhibitory efficacy or particles having toxin interaction potentials through oxidative degradation or adsorption of toxic substances in air and/or water, such as fluoride uptake by metal oxide microparticles.

Abstract: A mini diker farm implement system for diking a field includes one or more mini diker assemblies attached to farming equipment configured for movement through the field by a tractor. Each mini diker assembly includes a mounting bracket assembly, an H-frame assembly pivotably attached to the mounting bracket assembly, a diker paddle wheel assembly having a paddle wheel supported for rotation by the H-frame assembly, and a lift arm assembly configured to adjust a position of the paddle wheel. A diking method includes the steps of providing the mini diker farm implement system, removably attaching the mounting bracket assembly to the farming equipment, adjusting the vertical position of the paddle wheel using the lift arm assembly, and moving the farming equipment through the field to rotate the diker paddle wheel and form dikes and reservoirs.

Abstract: Systems and methods for formatting data are disclosed. For example, a system may include at least one memory storing instructions and one or more processors configured to execute the instructions to perform operations. The operations may include receiving data comprising a plurality of sequences of data values and training a recurrent neural network model to output conditional probabilities of subsequent data values based on preceding data values in the data value sequences. The operations may include generating conditional probabilities using the trained recurrent neural network model and the received data. The operations may include determining a data format of a subset of the data value sequences, based on the generated conditional probabilities, and reformatting at least one of the data value sequences according to the determined data format.

Abstract: An access point that provides a transition recommendation is described. This access point may provide a first WLAN having a first capability. During operation, the access point may associate with the electronic device. Moreover, the access point may determine that the electronic device has a second capability that is different from the first capability. For example, the first capability may include compatibility with a first IEEE 802.11 standard and the second capability may include compatibility with a second IEEE 802.11 standard. Next, the access point may provide the transition recommendation addressed to the electronic device based at least in part on the difference in the first capability and the second capability, where the transition recommendation recommends that the electronic device transition from the first WLAN to a second WLAN that has the second capability.

Abstract: A vehicle having an imaging sensor that is arranged to monitor a field-of-view (FOV) that includes a travel surface proximal to the vehicle is described. Detecting the travel lane includes capturing a FOV image of a viewable region of the travel surface. The FOV image is converted, via an artificial neural network, to a plurality of feature maps. The feature maps are projected, via an inverse perspective mapping algorithm, onto a BEV orthographic grid. The feature maps include travel lane segments and feature embeddings, and the travel lane segments are represented as line segments. The line segments are concatenated for the plurality of grid sections based upon the feature embeddings to form a predicted lane. The concatenation, or clustering is accomplished via the feature embeddings.

Abstract: This document relates to a process for supporting the management of a variety of types of deployed devices. Administrators utilizing enterprise services can provide generic configuration data using configuration templates, which can be provided to a management server. The management server can then precompute device-specific configuration settings and resolve any conflicts that may arise based on the configuration templates. The configuration templates can also include placeholders for secret values, and once a managed device checks in to the management server, the secret values can be retrieved from an applicable enterprise service and provided to the managed device at the time of applying the configuration template.

Abstract: The present disclosure provides methods and compositions for bioremediating solid petrochemical-containing scrap into biomass.

Abstract: A powertrain includes a transfer case configured to couple to a transmission and an override system coupled to the transfer case. The transfer case includes a shift rod, a piston assembly including a first piston coupled to the shift rod and a second piston selectively engageable with the first piston, and a resilient member positioned to bias the shift rod and the first piston into a high position corresponding with a high mode of operation of the transfer case. The override system includes a housing coupled to the transfer case, a lever coupled to the housing and pivotable between a first position and a second position, and an engagement element disposed within the housing and coupled to the lever. The engagement element is configured to engage the second piston in response to the lever being pivoted from the first position to the second position.

Abstract: The present description relates to flexible hinges and hinged devices. One example device includes a first portion and a second portion. The example also includes a relieved flexible hinge rotatably securing the first and second portions.

Abstract: In accordance with one aspect of the present disclose, an interlock system for a mobile drilling machine. The interlock system has a sensor assembly used to determine a drill string status, an operator interface for receiving a deck wrench disengagement input, and a control module. The control module may be used to receive the deck wrench disengagement input from the operator interface, receive the drill string status from the sensor assembly, determine from the drill string status that a drill string component engaged by the deck wrench is connected to a drill string or a drill head, and disengage the deck wrench from the drill string component engaged by the deck wrench.

Abstract: A sensor apparatus may include a channel structure configured to couple with an external element and a fluid conduit, such that the channel structure may receive a fluid, at least partially drawn through the external element from an ambient environment, and direct the fluid through the fluid conduit. A sensor may generate sensor data indicating a flow rate of the fluid through the fluid conduit based on monitoring a variation in a pressure at a location in hydrodynamic contact with the fluid conduit and in relation to an ambient pressure of the ambient environment. The sensor apparatus may enable generation of improved topography information associated with flows of fluid drawn from the external element based on measuring a local pressure at the location in hydrodynamic contact with the fluid conduit and determining the ambient pressure based on monitoring the local pressure over time.

Abstract: A mobile application privacy analysis system is described, where the system scans a mobile device to identify files associated with a particular SDK and generates a tokenized name for the SDK. The tokenized name includes tokens representing the SDK vendor and one or more functions of the SDK. Using the tokenized name, the system then determines corresponding categories for each functionality token and score for each such category. Based on the scores, the system determines the most significant category and assigns that category to the SDK for use in privacy analysis. The system may also, or instead, determine a vendor category using the vendor token and assign that category to the SDK. Weighting factors may be applied to the scores for the categories associated with the functionality tokens and vendor tokens.

Abstract: A method for jointly training a classification model and a confidence model. The method includes receiving a training data set including a plurality of training data subsets. From two or more training data subsets in the training data set, the method includes selecting a support set of training examples and a query set of training examples. The method includes determining, using the classification model, a centroid value for each respective class. For each training example in the query set of training examples, the method includes generating, using the classification model, a query encoding, determining a class distance measure, determining a ground-truth distance, and updating parameters of the classification model. For each training example in the query set of training examples identified as being misclassified, the method further includes generating a standard deviation value, sampling a new query, and updating parameters of the confidence model based on the new query encoding.

Abstract: An electric drive axle having first and second axle shafts operatively connected by a differential apparatus, and an electric motor having a driving shaft coupled with a rotor of the electric motor is provided. A driving shaft may be coupled for rotation with a rotor of the electric motor, and disposed parallel with the first axle shaft. A first driving gear may be disposed on the driving shaft. A driven shaft having a first driven gear and a second driven gear, wherein the first driven gear meshes with the first driving gear. A layshaft disposed parallel with the first axle shaft may comprise a first layshaft gear coupled therewith and meshed with the second driven gear. A second layshaft gear disposed on the layshaft may be in meshed engagement with a first drive gear coupled with the differential apparatus case.

Abstract: The present invention describes novel plant derived elastin-like peptides and peptidomimetics that may serve as functional ligands for elastin receptors and stimulate elastogenesis. The novel plant derived peptides provide an alternative (non-animal derived) source of GXXPG (SEQ ID NO. 2) containing peptides. The present invention also describes therapeutic compositions containing novel plant derived peptides or peptidomimetics useful in stimulating elastogenensis and capillary dilatation. The therapeutic compositions of the present invention that comprise novel plant derived peptides or peptidomimetics may be combined with other therapeutic agents.

Abstract: A prosthetic foot structure includes a plate assembly having a toe portion and a heel portion. The plate assembly includes a first plate adjoining a second plate along a seam at which the first plate is bonded to the second plate. The seam has an end between the first and second plates, and the first plate is spaced from the second plate across a gap that reaches away from the end of the seam. An attachment structure attaches the first plate to second plate. The attachment structure has a composite composition including a resin material containing reinforcing fibers. The reinforcing fibers reach through the first plate, across the gap, and through the second plate.

Abstract: An exercise machine is for performing a striding exercise motion. The exercise machine has a frame; first and second pedal members; first and second foot pads on the first and second pedal members, respectively, each of the first and second foot pads being movable along an elliptical path during said striding exercise motion; and first and second rocker arms each having a first end that is pivotable with respect to the frame about a rocker arm pivot axis and further having a second end that is pivotable with respect to one of the first and second pedal members about a pedal lever hub axis. The frame has first and second frame portions. The first frame portion supports the first and second rocker arms and is pivotable about a frame pivot axis relative to the second frame portion. Pivoting the first frame portion relative to the second frame portion adjusts a position of the rocker arm pivot axis, which thereby changes a shape of the elliptical path.

Abstract: Various fiber optic distribution modules are disclosed, as well as cable useable to interconnect such modules. One possible module includes a first MPO connector and a second MPO connector exposed, and a plurality of LC connectors, the plurality of LC connectors arranged into a first row and a second row. A plurality of fibers is routed between one of the first and second MPO connectors and a different one of the plurality of LC connectors. The plurality of LC connectors in the first row and the second row are grouped into N groups with M connectors in each group corresponding to M/2 channels included in each group and including a fiber pair. The M connectors of each group are disposed across the first and second rows. Indicia disposed on the second side of the housing visually distinguish each group of the N groups from an adjacent neighboring group.