Abstract: A system for time series analysis using attention models is disclosed. The system may capture dependencies across different variables through input embedding and may map the order of a sample appearance to a randomized lookup table via positional encoding. The system may capture capturing dependencies within a single sequence through a self-attention mechanism and determine a range of dependency to consider for each position being analyzed. The system may obtain an attention weighting to other positions in the sequence through computation of an inner product and utilize the attention weighting to acquire a vector representation for a position and mask the sequence to enable causality. The system may employ a dense interpolation technique for encoding partial temporal ordering to obtain a single vector representation and a linear layer to obtain logits from the single vector representation. The system may use a type dependent final prediction layer.

Abstract: A plasma activated water production system includes a plasma reactor and a membrane concentrator. The plasma reactor includes an internal cavity, at least one electrically-conductive inlet capillary and outlet capillary. A mixing chamber has a feed gas inlet, a liquid inlet, and a mixed gas and liquid outlet. A power source is provided. The plasma reactor propagates a plasma discharge between the inlet capillary and the outlet capillary. A membrane concentrator includes a water flow channel with a water inlet and a water outlet, a dry gas inlet and a humidified gas outlet. An ion selective membrane is provided, and water will pass through the membrane into the dry gas, and the water leaving the membrane concentrator will have increased concentrations of nitrates, nitrites and hydrogen peroxide. An electrodialysis embodiment and a method of generating plasma activated with increased concentration of nitrates, nitrites and hydrogen peroxide are also disclosed.

Abstract: A method for forming a scaffold for use in fabricating a soft tissue implant, comprising: receiving, by a processor, soft tissue data corresponding to dimensions for a soft tissue, and a first and second weighting factor selected based on the dimensions of the soft tissue; transforming, by the processor, the soft tissue data, based on the first and second weighting factors, into a plurality of pin coordinates in a multi-dimensional space defining a shape of the scaffold for use in fabricating the soft tissue implant; and providing, by the processor, instructions to form the scaffold using weaving operations based on the pin coordinates.

Abstract: A method and system for removing smeared pixels from an image includes obtaining a plurality of training images of a scene from different poses, forming a point cloud of the scene having a plurality of pixels and a depth, and rendering a first pixel in a first reference frame to a second reference frame. The method includes comparing a depth difference of the first depth and the second depth, determining whether the pixel is valid or smeared based on the depth difference, associating a label with the pixel corresponding to valid or smeared, training a classifier with the pixel and the label to form a trained classifier, obtaining an image to be classified at the classifier and classifying the pixels in the image as valid or smeared and removing smeared pixels from the image to form a cleaned image.

Abstract: A thin-film material measurement and characterization fixture system using an embedded coplanar waveguide fixture including a substrate layer, an upper conductor layer disposed on top of the substrate layer, the upper conductor layer including a first upper conductor layer and a second upper conductor layer spaced from the first upper conductor layer by a gap, a signal trace disposed on top of the substrate layer in the gap between the first upper conductor layer and the second upper conductor layer, and a superstrate layer disposed on top of the upper conductor layer and the signal trace, the superstrate layer filling the gap between the first upper conductor layer and the second upper conductor layer to achieve accurate thin-film characterization in the millimeter wave bands.

Abstract: Aspects of the present invention relate to a tray device including a frame having a top surface, a bottom surface, and a thickness, wherein the top surface of the frame has a first recessed region having a sidewall around at least a portion of a perimeter, and a ledge extending laterally from the bottom of the sidewall of the first recessed region, wherein the sidewall defines at least a portion of a first shape, a second recessed region having a sidewall around at least a portion of a perimeter, and a ledge extending laterally from the bottom of the sidewall of the second recessed region, wherein the sidewall defines at least a portion of a second shape, and wherein the depth of the first recessed region is deeper into the thickness of the tray than the depth of the second recessed region.

Abstract: Examples of the present disclosure include a method. The method includes coating a surface with a resin. The resin includes an organic material. The method includes depositing a nanoparticle of a plurality of nanoparticles into each cavity of a plurality of cavities of a lattice. The method includes placing the lattice onto the surface such that the plurality of cavities of the lattice face the surface. The method includes curing the resin to the lattice. The method includes removing the lattice from the surface. The method includes transferring the plurality of nanoparticles from the plurality of cavities to a side of a body of a contact lens by placing the lattice onto the body of the contact lens such that the plurality of cavities face the side. The method includes removing the lattice from the body of the contact lens.

Abstract: Disclosed herein are compositions comprising a polymer and a metabolic inhibitor, as well as a method of using the composition to modulate an immune response. The composition may be produced in the form of a synthetic tissue for provision in a subject. The composition or synthetic tissue may further comprise additional therapeutic agents.

Abstract: The invention relates to a process for treating livestock (e.g., gestating dams) exposed to toxic forage, such as endophyte-infected tall fescue or ryegrass, using a melatonin composition. The composition can include an active ingredient that includes melatonin having a concentration of up to about 250 ?g/kg body weight of the livestock and an agriculturally acceptable carrier. The process can administer melatonin as a prophylactic or therapeutic for livestock consuming toxic forage or as a prophylactic or therapeutic for offspring of gestating dams that consume toxic forage.

Abstract: Methods and systems are provided for controlling the level relative to ground of moveable wings in a spray system that includes the moveable wings mounted to a common center frame support structure attached to an associated work vehicle to form a pair of opposed independently moveable wings extending laterally from the associated work vehicle. An initial control signal is determined for moving the moveable wings based on positions of the moveable wings relative to the ground. A compensating signal is determined for compensating the initial control signal, wherein the compensating signal is derived independent from the position of the moveable wings relative to the ground and includes a flexure component dependent upon one or more flexural properties of the associated work vehicle. A level control output signal is generated for controlling the level of the moveable wings based on a combination of the initial control signal and the compensating signal.

Abstract: Two rhodamine reversible fluorescent sensor derivatives, L1 and L2, bearing 2-methoxy-1-naphthaldehyde and 5-bromo-3-methoxy salicylaldehyde units were synthesized using microwave-assisted organic synthesis and used for selective and sensitive reversible sequential fluorescence detection of aluminum ion (Al3+) and azide (N3?) in aqueous acetonitrile solution via the fluorescence spectral changes. Stoichiometry and binding mechanisms for both sensors are well characterized and established by the respective spectroscopic techniques. L1 and L2 sensors are useful for the analysis of Al3+ and N3? in environmental samples and biological studies.

Abstract: An injectable formulation for a sustained-release of a local anesthetic is provided. The formulation comprises a pharmaceutically effective amount of a local anesthetic encapsulated into polymeric particles having a diameter from about 1 ?m to about 4 ?m. Such formulation prolongs analgesic effect, decreases toxicity, and allows loading larger doses, and at the same time is injectable directly at a patient's body site of the interest without generating a surgical wound. Methods of use and preparation are also provided.

Abstract: A method of treating and attenuating L-DOPA-induced dyskinesia, comprising administering an effective dose of at least one pharmacological agent, e.g., vilazodone, having serotonin-specific reuptake inhibition (SSRI) and serotonin receptor 1A (5-HT1AR) partial agonism activity, in conjunction with L-DOPA. Other agents, such as an L-DOPA decarboxylase inhibitor, e.g., carbidopa, or other adjunct treatments may also be provided.

Abstract: In various example embodiments, a system and method for tracking objects in a three-dimensional space is disclosed. One method includes receiving detections representing targets, increasing a classification of a track in response to a detection matching the track, decreasing a classification of a track in response to no detections matching the track, and processing detections according to a classification level of the track.

Abstract: Methods for the production of carbon-based and other nanostructures are provided.

Abstract: A pre-prodrug, comprising a drug, e.g., doxorubicin, which has off-target toxicity (e.g., cardiotoxicity) with respect to its antineoplastic activity, and an amine functionality of the drug incorporated into a disubstituted maleimide (DMI). The pre-prodrug may be linked to a targeting or de-targeting agent or a polar modulator, e.g., charged ligand, amino acid, peptide, etc., to increase therapeutic index. The pre-prodrug is hydrolyzed to the prodrug, having a disubstituted maleamic acid (DMA). A polar modulator such as glutamic acid prevents cellular uptake of the prodrug, but not the doxorubicin drug released from the prodrug after dissociation. The prodrug is pH sensitive, and below pH 7.0, tends to cleave to form free drug and cyclized maleic anhydride. Tumor environments tend to be more acidic, e.g., pH 6.8, than cardiac tissue, e.g., pH 7.4, and therefore the heart is spared while the drug is selectively released within a tumor.

Abstract: Kits and methods to distinguish between false and true labor are provided. The kits and methods can utilize differences in abundance and/or differences in the rate of change in abundance of B7-H2, SORC2, TF, C1-Esterase Inhibitor, Ran, IMDH1 and/or PGAM1, as markers of true labor.

Abstract: Methods, computer program products, and systems can include, for example: receiving a plurality of signal instances of a signal emitted by a transmitter, wherein respective signal instances of the plurality of signal instances are collected at different positions. There is also set forth herein receiving by a movable receiver moving within a first location a plurality of signal instances of a signal emitted by a transmitter, wherein signal instances defining the plurality of signal instances are collected by the moveable receiver at different respective receiver positions within the first location. There is also set forth herein discovering a direction of arrival parameter value that specifies a direction of arrival of the signal emitted by the transmitter, wherein the discovering includes using a set of signal instances from the plurality of signal instances.

Abstract: An induction machine with localized voltage unbalance compensation is disclosed. The use of an induction machine with a voltage unbalance correction compensator (VUC) may be used to maintain proper working conditions of the machine during intervals of voltage unbalance.

Abstract: One or more techniques and/or systems are disclosed for a harvester vehicle that includes a crop processing system comprising at least an accumulator and a round module builder. The harvester vehicle has a feedback fusion system that operably provides crop processing data indicative of an estimated accumulator fill level to a crop feed rate control system. The feedback fusion system has a plurality of feedback devices that operably provide feedback signals including data indicative of two or more of: crop mass flow, module builder status, module size, and accumulator fill level. The feedback fusion system has a control module that operably receives the feedback signals and generates an accumulator fill level signal based at least upon two or more of the feedback signals. The accumulator fill level signal is indicative of the estimated fill level in the accumulator.