Abstract: Machine-learning processing of aggregate data including record-size data to predict failure probability is described herein. In an example, a system identifies electronic data that is longitudinal and includes a set of electronic records pertaining to a given subject or to a given object. The system generates a record-size metric that characterizes a size of the electronic data and determines a physical attribute of the given subject or the given object. The system generates a physical-attribute metric based on the physical attribute, generates an input data set that includes the record-size metric and the physical-attribute metric, and generates a failure probability across a given time period and for the given subject or the given object by processing the input data set using a trained machine-learning model. The system determines that an alert condition is satisfied based on the failure probability and outputs an alert representing the failure probability.

Abstract: The present invention relates to a composition for surface modification. The composition for surface modification according to the present invention contains a particular carbodiimide-based compound, thus forms a covalent bond without damaging skin, hair, or fabric, and semipermanently provides desired skin or hair surface modification effects or fabric care effects.

Abstract: A thin, flexible antenna module is provided for use in a smartphone. When the antenna module is assembled in the smartphone, the antenna module provides an MST antenna and an NFC antenna. For this, the antenna module includes a flexible PCB containing coils and further includes a magnetic sheet engaged with flexible PCB. The flexible PCB and the magnetic sheet are attached to each other to form a single body.

Abstract: A display device includes: pixel circuits arranged in a first direction on each of a first pixel row and a second pixel row; dummy sensor circuits arranged in a predetermined interval between the pixel circuits on the first pixel row; sensor circuits arranged in the interval between the pixel circuits on the second pixel row; light emitting elements disposed on the pixel circuits and connected to each of the pixel circuits; first light receiving elements on at least some of the pixel circuits of the first pixel row and the dummy sensor circuits; and second light receiving elements on at least some of the pixel circuits of the second pixel row and the sensor circuits. One of the sensor circuits is connected to at least two of the first light receiving elements and at least two of the second light receiving elements.

Abstract: A sterilization module according to the present invention comprises: a sterilization housing that has an inner space capable of accommodating a cart; a sterilization heat treatment machine for heat-treating the cart accommodated in the inner space of the sterilization; a connection part that is provided in the inner space of the sterilization housing and moves the cart forward; and a rotation part that rotates the cart with respect to a cart rotary shaft, which is a predetermined rotary shaft, while gripping the cart.

Abstract: A dishwasher and a terminal device which creates a washing course to serve a purpose of use based on a user input and provides at least an expected amount of power to be supplied and an expected amount of water to be supplied for the created washing course. The terminal device includes a display for displaying an operating condition of a default washing course of the dishwasher; an input for receiving a command to change the operating condition from a user; and a controller for controlling the display to display at least one of an expected amount of power to be supplied, an expected amount of water to be supplied, and an expected time, which is changed according to a user-set washing course in response to the command received to change the operating condition of the default washing course.

Abstract: According to an embodiment of the present disclosure, a method of a first User Equipment (UE) for transmitting information related to an Inter-UE Coordination in a wireless communication system includes: determining information related to an Inter-UE Coordination based on configuration information, and transmitting, to a second UE, the information related to the Inter-UE Coordination. The information related to the Inter-UE Coordination is based on information representing a preferred resource or information representing a conflict of a reserved resource. Based on information for a first condition included in the configuration information, the preferred resource is determined among the resources related to the transmission of the second UE. Based on the information for the second condition included in the configuration information, an RSRP threshold related to the RSRP measured by the first UE is determined.

Abstract: A food product quality control system is provided. The system comprises a support structure, an inspection unit for detecting at least one property of a food product supplied to the inspection unit, the inspection unit being mounted on the support structure, and a conveyor system for conveying a food product through and/or past the inspection unit, the conveyor system being mounted on the support structure. The conveyor system comprises a conveying apparatus carried on a frame. The frame is movably mounted to the support structure such that the frame may move relative to the inspection unit between an operation position, at which the frame is laterally aligned with the inspection unit such that food product may be conveyed through and/or past the inspection unit, and a maintenance position, at which the frame is laterally offset from the inspection unit.

Abstract: A user equipment (UE) may make a joint decision of adaptive receive diversity (ARD) and adaptive transmit diversity (ATD) configurations, including transmit (Tx) and receive (Rx) antennas selection and/or blanking based on downlink (DL) and uplink (UL) traffic conditions. The UE may disable at least one Tx chain for a transmission of a codebook-based sounding reference signal (SRS) (SRS-CB) based on one or more of at least one DL traffic condition or at least one UL traffic condition, and transmit, to a base station, upon disabling the at least one Tx chain, the SRS-CB via an antenna associated with at least one active Tx chain.

Abstract: A display apparatus includes: a substrate; a display element arranged on the substrate; a low-reflection inorganic layer arranged on the display element; a light-shielding layer arranged on the low-reflection inorganic layer and including an opening corresponding to an emission area of the display element; a first insulating layer arranged on the light-shielding layer and including an opening corresponding to the emission area of the display element; and a second insulating layer filling the opening of the light-shielding layer and the opening of the first insulating layer, wherein the first insulating layer includes a material configured to absorb light in a wavelength band of about 380 nm to about 500 nm, and a thickness of the first insulating layer is greater than a thickness of the light-shielding layer.

Abstract: A gemfibrozil salt and composition thereof comprising a gemfibrozil salt having a solubility greater than at least that of free-form gemfibrozil in artificial saliva. A method of making a gemfibrozil salt by combining a free form of gemfibrozil with a pharmacologically acceptable salt former. A pharmaceutical composition and a method of treating a patient in need thereof with a gemfibrozil salt.

Abstract: A system for predicting biological age on the basis of various omics data analyses, according to one embodiment of the present invention, comprises: a test sample collection unit for collecting a plurality of genetic test samples including DNA and/or RNA of a subject; a test sample analysis unit for analyzing a plurality of types of omics data from each of the plurality of genetic test samples; a preprocessing execution unit for preprocessing the omics data analyzed through the test sample analysis unit; an association analysis unit for performing an association analysis on the basis of the omics type of data for each omics area converted through the preprocessing execution unit; and an age prediction unit for predicting the age of the subject on the basis of the analyzed result of the association analysis unit and the data for each omics area.

Abstract: A flux tool allows the elastic pad to pressurize each flux pin individually in a process of dotting flux, so that even though a wafer or die may be deformed, high-quality flux dotting is achieved. Specifically, the flux tool allows the elastic pad pressurizing the flux pins to be made of rubber, especially silicone, so that primarily, the flux pins are entirely pressurized uniformly by means of the elastic force of the elastic pad, and secondarily, each flux pin is individually pressurized against the underside of the elastic pad, thereby adjusting the heights of the flux pins upon flux dotting according to the flatness or bent shape of the wafer or die to minimize the flux dotting defects.

Abstract: The present disclosure relates to a method and an apparatus for federated learning of an artificial intelligence model. According to an exemplary embodiment of the present disclosure, a federated learning method of an artificial intelligence model includes: training a first local artificial intelligence model and a second local artificial intelligence model using data sets of a first client and a second client among the plurality of clients; calculating performance values for the first local artificial intelligence model and the second local artificial intelligence model by transmitting the first local artificial intelligence model to the second client and transmitting the second local artificial intelligence model to the first client; comparing the performance values to remove one of the first client and the second client; and training a global model using a client which is not removed.

Abstract: A light emitting display device can include a substrate including an emission area and a non-emission area, a thin film transistor on the substrate, a first overcoating layer on the thin film transistor, an organic light emitting diode on the first overcoating layer and connected to the thin film transistor, an encapsulation unit on the organic light emitting diode, and a touch unit on the encapsulation unit. The touch unit can include an open area defined by a plurality of touch electrodes. The organic light emitting diode can include a first electrode, an emission layer and a second electrode. Further, a portion of the first electrode and a portion of a side mirror-shaped dummy first electrode separated from the first electrode can be disposed in the open area defined by the plurality of touch electrodes.

Abstract: Systems and methods for generating synthetic data using federated, collaborative, privacy preserving learning models are disclosed. In one embodiment, a method for generating synthetic data from real data for use in a federated learning network may include: (1) conducting, by a backend for a first institution of a plurality of institutions in a federated learning network, a transaction comprising transaction data; (2) generating, by the backend for the first institution, local synthetic data for the transaction data using a local synthetic data generating model; (3) sharing, by the backend for the first institution, the local synthetic data with a plurality of backends for other institutions; (4) receiving, by the backend for the first institution, global synthetic data from the plurality of backends for the other institutions; and (5) training, by the backend for the first institution, a local machine learning model with the global synthetic data.

Abstract: The invention provides nanoemulsion for preparing plant-based meat, the nanoemulsion has a particle size ranging from 300 nm to 320 nm. The plant-based meat prepared by using the nanoemulsion of the present invention can retain flavors after various cooking methods. The plant-based meat of the present invention can withstand different pH values and temperatures, and remains stable at different concentrations of salt, sugar, lipids, protein, carbohydrates and a variety of organic compounds, and will not lower consumer’s flavor expectations and perceptions. The plant-based meat of the present invention retains more flavors, so less flavoring is needed, and the cost will be reduced.

Abstract: The present invention is to provide a light emitting material, for an organic EL device, exhibiting higher light emitting efficiency, and particularly, to provide a blue light emitting material, wherein the light emitting material comprises a compound of the following General Formula (1): X is an aryl group including a tertiary amine structure, and Y is a phenyl group having an alkyl or aryl substituent at one ortho position.

Abstract: A solar cell according to the present embodiment may have a tandem structure comprising a photovoltaic part, wherein the photovoltaic part comprises: a first photovoltaic part comprising: a photovoltaic layer composed of a perovskite compound; and a second photovoltaic part comprising a semiconductor substrate. Here, in the second photovoltaic part, a first semiconductor layer and a second semiconductor layer, which are formed separately from the semiconductor substrate on one side or the other side of the semiconductor substrate, may have different structures from each other.

Abstract: A semiconductor device includes a substrate, an insulating layer on a bottom surface of the substrate, a portion of a top surface of the insulating layer that faces the substrate being exposed outside a side surface of the substrate, a through via penetrating the substrate, an interconnection structure in the insulating layer, and a dummy pattern on the portion of the top surface of the insulating layer that is exposed by the substrate.