Abstract: Example systems and methods for AI capability assessment include query-based assessment of sequential decision making agents (SDMAs) in stochastic settings with minimal assumptions on SDMA internals.

Abstract: A novel approach for computing efficiently quantum based signal autocorrelations includes example designs associated with quantum circuits for computing the quantum autocorrelation of the signal. Importantly, to compensate for unique challenges associated with quantum signal processing (particularly regarding probabilistic measurements that result from QFT and IQFT operations), normalization and denormalization steps ensure that quantum measurement results are comparable to ranges that would be obtained with classical autocorrelation computation methods. In addition, because probabilistic measurements resulting from QFT and IQFT operations lose important phase information, lost phase information can be restored following measurement using QFT and IQFT.

Abstract: A method of upcycling polymers to useful hydrocarbon materials. A catalyst with nanoparticles on a substrate selectively docks and cleaves longer hydrocarbon chains over shorter hydrocarbon chains. The catalyst includes metal nanoparticles in an order array on a substrate.

Abstract: Reaction assemblies, reactor systems including the same, and associated methods are disclosed. In an example, a reaction assembly includes a reaction assembly housing, a moving bed region, a gas acceleration region, and a reactive bed region. The gas acceleration region includes a nozzle configured to accelerate a reaction gas and one or more downcomer regions defined between the nozzle and the reaction assembly housing. A flow of reaction gas is accelerated within the gas acceleration region to produce a fluidizing gas flow to facilitate a chemical reaction between the reaction gas and reaction particles within the reactive bed region. A reactor system can include a reactor enclosure, a reaction particle inlet, a reaction gas inlet, and a reaction assembly. A method can include introducing a flow of reaction particles and a flow of reaction gas into a reactor enclosure and flowing the reaction gas in contact with the reaction particles.

Abstract: A robot arm having a series of rigid links including a first rigid link and a final rigid link, the links being operatively controlled via tendon-driven joints, each tendon-driven joint comprising a motorized spool configured to rotate in either of two directions and operatively coupled, via a cable assembly having an elastic portion, to a pulley configured to move a respective rigid link thereby. A controller adapts robot arm motion in response to position and force sensing signals. A tendon-driven joint may be implemented via one motor controlling the tension of two cables acting in opposing directions and coupled between respective ones of a pair of common-driven spools and a pair of pulleys.

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: The present disclosure is directed to an optically active medium comprising dye aggregates and optionally a nucleotide oligomer or other nucleotide-based architecture, which may be used in in optical devices, in particular nonreciprocal devices (i.e., devices in which energy flows in one direction only), that can respond to differences in the polarization of light. An analysis is presented of the energy levels and the strengths of the optical transitions (changes in energy states) for a three-chromophore (dye) aggregate in which the chromophores are coupled with a J-like (i.e., end-to-end) stacking. Specific devices and methods of use are also disclosed herein.

Abstract: Multi-media parcel delivery systems and associated methods are provided herein including systems capable of delivering a parcel through air and one or more bodies of water. In certain embodiments, an aerial vehicle is configured to couple to the parcel using a cable. A control system is used to control operating parameters including velocity, altitude, and pose of the aerial vehicle, and a length and orientation of the cable extending between the aerial vehicle and the parcel.

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: An ultraviolet radiation-curable composition comprising a polyester having at least one pendant ultraviolet radiation-curable moiety covalently bonded to the polyester, wherein the polyester does not contain any free-radically polymerizable activated C?C groups.

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: 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: 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 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: 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: 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: 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: Methods for light-induced electroplating of aluminum are disclosed herein. Exemplary methods may comprise preparing an ionic liquid comprising aluminum chloride (AlCl3) and an organic halide, placing the silicon substrate into the ionic liquid, illuminating the silicon substrate, the illumination passing through the ionic liquid, and depositing aluminum onto the silicon substrate via a light-induced electroplating process, wherein the light-induced electroplating process utilizes an applied current that does not exceed a photo-generated current generated by the illumination.

Abstract: Foundry casting elements and methods of forming the same, the methods including: forming an aqueous slurry including an inorganic binder precursor, shaping the slurry using a pattern, curing the shaped slurry using a low temperature solidification process to form a casting element, and removing the pattern from the casting element.