Abstract: A processor-implemented method includes performing first parameter optimization of a battery model through a first predetermined optimization technique; switching, based on a count accumulated while performing the first parameter optimization indicating that a switching criterion has been met, from the first optimization technique to a second predetermined optimization technique; performing second parameter optimization of the battery model through the second predetermined optimization technique; and determining a final parameter combination as an optimized parameter of the battery model, in response to an occurrence of an optimization end event during the performance of the second parameter optimization.

Abstract: The present invention relates to a fatty acid amide-based oleogel containing polymer and a method for preparing same and, more particularly, to a fatty acid amide-based oleogel containing polymer and a method for preparing same, the oleogel comprising: a substrate formed of a polymer of a fatty acid amide having a single double bond and a silicone polymer, or a composition comprising same; and an oleogel surface formed by impregnating the substrate with oil, wherein, in the silicone polymer, first silyl-terminated polydialkylsiloxane is crosslinked with second vinyl-terminated polydialkylsiloxane, and the fatty acid amide is linked to the first silyl-terminated polydialkylsiloxane. Also, the present invention can provide use of the fatty acid amide-based oleogel containing polymer according to the present invention.

Abstract: A method comprising: at a training stage, training a machine learning algorithm on a training set comprising: (i) Heart Rate Variability (HRV) parameters extracted from temporal beat activity samples, wherein at least some of said samples include a representation of a Ventricular Fibrillation (VF) event, (ii) labels associated with one of: a first period of time immediately preceding a VF event in a temporal beat activity sample, a second period of time immediately preceding the first period of time in a temporal beat activity sample, and all other periods of time in a temporal beat activity sample; at an inference stage, receiving, as input, a target HRV parameters representing temporal beat activity in a subject; and applying said machine learning algorithm to said target HRV parameters, to predict an onset time of a VF event in said subject.

Abstract: The present invention provides a stretchable ACF, a method for manufacturing same, and an interfacial bonding member and a device comprising same. The stretchable ACF comprises: a polymer film; and conductive particles inserted into the polymer film and aligned therein, wherein the conductive particles are exposed to the outside of the upper and lower surfaces of the polymer film.

Abstract: Disclosed herein are a method for manufacturing a graphene thermoelectric device and a graphene thermoelectric device manufactured thereby. The method for manufacturing a graphene thermoelectric device includes: forming a graphene channel layer on a substrate; forming a thermoelectric structure by depositing a first electrode and a second electrode on both ends of the graphene channel layer; and doping the graphene channel layer by dipping the thermoelectric structure into a doping solution.

Abstract: A method for estimating an information unit represented by DNA strands, the method includes (a) sequencing the DNA strands to provide noisy copies of an encoded version of the information unit; wherein the information unit comprises information unit elements; (b) neural network (NN) processing the multiple noisy copies by one or more NNs to provide a soft estimate of the encoded information unit; wherein the soft estimate comprises estimated encoded information unit elements and an encoded information unit elements estimated confidence parameter; and (c) decoding the soft estimate of the encoded information unit to provide a prediction of the information unit.

Abstract: The present invention provides a nanoparticle including: (a) an amphiphilic co-polymer including an ionizable polymer covalently bound to a hydrophobic domain; and a polynucleotide comprising 60 to 500 nucleobases. Further provided are compositions including the nanoparticle of the invention, and methods of using same.

Abstract: Embodiments of the invention relate to a corrole according to formula [I]; wherein R1, R2, and R3 are each independently H, —COOH, CF3, or a halide selected from the group consisting of F—, Cl—, Br— and I, with the proviso that R1, R2, and R3 can not all be CF3, and when the compound is of Formula II, wherein M is a metallic ion or an elemental ion selected from the group consisting of an elemental ion of group 13-16 in row 3 or above and boron, preferably selected from the group consisting of: Fe, Mn, Ga, P, Mo, Re, Co and Cu, or a salt thereof. Methods for treatment, catalysis, and detection using the compounds are also described.

Abstract: The present disclosure provides a video-based behavior recognition device, comprising a synthesized channel frame provision unit generating highlight information by comparing channel frames corresponding to the respective channels among a plurality of channels and synthesizing the channel frames and the highlight information to provide a synthesized channel frame, a neural network unit providing a middle frame on the basis of the synthesized channel frame and a multi-frame convolution neural network, and a behavior recognition result provision unit providing a behavior recognition result on the basis of the middle frame and a weighted value generated according to the middle frame, and a method operating thereof.

Abstract: The present invention relates to a method of improving the corrosion resistance of a metal substrate surface using an oxygen reduction catalyst, which may improve the corrosion resistance of the metal substrate surface by coating the metal substrate surface with the oxygen reduction catalyst so that the metal substrate surface is changed to a passive state through the action of the oxygen reduction catalyst in an environment in which a stable oxide layer is not spontaneously formed on the metal substrate surface. The present invention has an advantage in that it can dramatically improve the corrosion resistance of the metal substrate under a corrosive environment by allowing a recoverable oxide layer to be formed on the metal substrate surface through the action of the oxygen reduction catalyst, applied to the surface, even in an environment in which an oxide layer is not spontaneously formed on the metal substrate.

Abstract: The present disclosure is related to a perfusable-type bio-dual proximal tubule cell construct and a producing method thereof capable of applying an in vitro artificial organ model configured to include a first bioink comprising a decellularized substance derived from a mammalian kidney tissue and human umbilical vascular endothelial cells (HUVECs) and a second bioink comprising the decellularized substance and renal proximal tubular epithelial cells (RPTECs), wherein the first bioink and the second bioink are coaxial and printed in tubular constructs having different inner diameters. According to the present disclosure, it is possible to use the renal proximal tubule-on-a-chip as a bioreactor capable of observing a biological drug reaction similar to a real drug by perfusing various drugs to the renal proximal tubule-on-a-chip.

Abstract: A method of processing of a sparsity-aware neural processing unit includes receiving a plurality of input activations (IA); obtaining a weight having a non-zero value in each weight output channel; storing the weight and the IA in a memory, and obtaining an input channel index comprising a memory address location in which the weight and the IA are stored; and arranging the non-zero weight of each weight output channel according to a row size of an index matching unit (IMU) and matching the IA to the weight in the IMU comprising a buffer memory storing the input channel index.

Abstract: A method for converting heat to mechanical work including providing incoming heat transfer fluid (HTF) at a first temperature to a mixing chamber, providing incoming compressed gas at a second temperature to the mixing chamber, enabling the gas and the HTF to mix, producing a gas-and-HTF mix, enabling the HTF in the gas-and-HTF mix to heat the gas and isothermal expansion of the gas in the gas-and-HTF mix, limiting volume of the gas-and-HTF mix, thereby increasing pressure of the gas and causing acceleration of a flow of the gas-and-HTF mix, causing the gas-and-HTF mix to eject through a nozzle, thereby converting the heat of the HTF to kinetic energy, and using the kinetic energy to produce mechanical work. Related apparatus and methods are also described.

Abstract: Polymeric ion conductors composed of a polymeric or co-polymeric backbone which comprises a plurality of backbone units, a metal ligand attached to at least a portion of the backbone units, and a metal ion attached to the metal ligand are provided. The metal ligand can be an N-heterocyclic carbene ligand and the metal can feature low oxophilicity. lonomeric materials, including, for example, ion exchange membranes such as anion exchange membranes, made of the polymeric ion conductor, and electrochemical systems and articles-of-manufacturing containing the polymeric ion conductor or the ion exchange membrane are also provided.

Abstract: A reconfigurable intelligent surface is provided. The reconfigurable intelligent surface includes a plurality of unit cells arranged in a first direction and a second direction perpendicular to the first direction, each of the plurality of unit cells including a first electrode, a liquid crystal layer, and a second electrode, a plurality of first conductive lines electrically connecting to each other first electrodes arranged in the first direction from among the first electrodes included in the plurality of unit cells, and a plurality of second conductive lines electrically connecting to each other second electrodes arranged in the second direction from among the second electrodes included in the plurality of unit cells, wherein a wave incident on the reconfigurable intelligent surface is steered in a certain direction based on an electrical signal applied to the plurality of unit cells.

Abstract: The present invention provides a multi-layer selector device exhibiting a low leakage current by controlling a threshold voltage. According to an embodiment of the present invention, the multi-layer selector device comprises: a substrate; a lower electrode layer disposed on the substrate; an insulating layer disposed on the lower electrode layer and having a via hole passing through to expose the lower electrode layer; a switching layer disposed on the lower electrode layer in the via hole, performing a switching operation by forming and destroying a conductive filament, and made of a multi-layer to control the formation of the conductive filament; and an upper electrode layer disposed on the switching layer.

Abstract: A polymer blend membrane includes a polyether-based copolymer and a polyether polymerized in situ and has high permeability and high selectivity for carbon dioxide. In the polymer blend membrane, the free volume of the polyether-based copolymer is greatly increased, and the adsorption capacity for carbon dioxide is enhanced. Thus, it can have excellent mechanical properties and excellent permeability and selectivity for carbon dioxide.

Abstract: An aspect of some embodiments of the invention relates to methods of manufacturing a 3D printed implant, comprising printing a mold of a scaffold, generating said scaffold from said mold, seeding cells on said scaffold, where said generating said scaffold comprises generating parts of said scaffold with different levels of stiffness.

Abstract: The invention is directed to cell-targeted cytotoxic agents, including sortase serine protease constructs. Methods for targeted cell killing for treatment of proliferative diseases, for example, cancer, are provided. Exemplary embodiments comprise an R-spondin ligand for targeting the cytotoxic agents to effect the cell killing.

Abstract: Provided are methods for diagnosing or selecting a mammal in need of a stimulant ADHD drug, conducting a non-specific electro-dermal responses (EDAs) analysis and/or an auditory sustained attention (ASAT) analysis on the mammal and administering or adjusting the dose of a stimulant ADHD drug to be administered to the mammal.