Abstract: Provided is a method of removing, by a server, an abnormal client in federated learning. A method of removing, by a server, an abnormal client in federated learning may include receiving, from a user equipment (UE), first weight values trained in a first local model, generating a first client model based on the first weight values, validating the first client model by using a validation data set in order to determine whether the first client model is legitimate, and removing the first weight values based on the first client model not being legitimate.

Abstract: An apparatus and a method for predicting a state of a battery are provided. The apparatus includes a data measuring unit that measures information about the battery and outputs first data, a data producing unit that reflects a change in available capacity of the battery based on at least a portion of the first data to calculate a corrected state of charge and processes the first data based on the corrected state of charge to generate second data, and outputs the second data, and a battery state estimating unit that estimates state information of the battery based on the second data.

Abstract: A side effect of trastuzumab is predicted by using a gene polymorphism associated with the side effect of trastuzumab. The genotype of a gene polymorphism specified by one selected from the group consisting of rs9316695, rs11932853, rs28415722, rs7406710 and rs8032978 is determined and a side effect from administration of trastuzumab is determined based on the genotype determined.

Abstract: An image encoding/decoding method and apparatus for performing intra prediction are provided. An image decoding method of the present invention comprises deriving an intra prediction mode for a current block, selecting at least one reconstructed sample line neighboring to the current block, constructing a reference sample using at least one reconstructed sample included in the at least one reconstructed sample line, and performing intra prediction for the current block based on the intra prediction mode and the reference sample.

Abstract: An arrangement for heat treating a multilayer body, which arrangement comprises an energy source with at least one radiant heater for generating heating radiation, a multilayer body, and an intermediate element arranged between the energy source and the multilayer body. According to a first alternative, the intermediate element includes a surface element implemented in the form of a flexible film. According to a second alternative, the intermediate element includes a surface element implemented in the form of a flexible film or a rigid plate, wherein the surface element has a surface facing the energy source, which can be irradiated by the heating radiation and is mechanically supported by a supporting device in the direction toward the energy source.

Abstract: The present invention includes compositions and methods for making and using anti DC-ASGPR antibodies that can, e.g., activate DCs and other cells.

Abstract: Apparatus and methods for mitigating transverse mode instabilities (TMI) in high power fiber amplifiers that does not depend on active feedback loops. The apparatus and method involve the modulation of the amplitude and/or phase of selected spatial mode components of an input signal beam to increase the TMI threshold of the amplifier. Once the desired modal adjustments are made, the beam is input to a mode multiplexer whereupon an optimized output beam can be input to the active fiber of the amplifier system. By increasing the TMI threshold of the amplifier, the amplifier can be operated at higher power before TMI sets in. A control stage of the fiber amplifier system includes (a) a (seed) beam splitting section; (b) an amplitude and phase control component; and (c) a mode multiplexer that maps multiple individual signal beams to different fiber modes.

Abstract: A system to monitor and control a lyophilization process using a wireless network is disclosed which includes one or more wireless pressure and gas temperature sensors adapted to provide pressure and gas temperature measurements of the ambient environment, a lyophilization chamber, wherein the one or more wireless pressure sensors are distributed in one or more lyophilization vial trays, a vacuum pump, adapted to change the pressure with the lyophilization chamber, a heat exchanger adapted to modify temperature within the lyophilization chamber, and a controller adapted to collect pressure and gas temperature data from the one or more wireless pressure and gas temperature sensors, calculate sublimation rate of a product to be lyophilized using the collected pressure and gas temperature data, and adjust one or both of pressure and temperature within the lyophilization chamber such that the calculated sublimation rate stays within a predetermined envelope.

Abstract: The present invention provides an oil slurry filter, a filter unit including the oil slurry filter, a multiple-filter system including the oil slurry filter, and a multiple-stage filter system including the oil slurry filter. Due to the use of the filter component of flexible texture in the oil slurry filter of the present invention, the problems that the filter material is easily blocked by high-viscosity colloidal impurities, the regeneration efficiency of the filter is poor and the filtration efficiency is low are solved, and it is possible to make the backwash treatment of the filter residue more convenient and improve the regeneration efficiency of the filter. The present invention also provides a filtering process using the oil slurry filter to ensure long-term stable operation of the oil slurry filtering process.

Abstract: A process and apparatus of producing a product having a wrought structure. The process comprises the step of: applying heat and a compressive load simultaneously to an application area of a cold spray deposition preform to transform the comprising consolidated particle structure into a wrought structure, the compressive load being applied laterally to the application area. The application of compressive load and heat to the application area raises the temperature of the material of the preform in the application area to between the recrystallisation temperature and the melting point of the material.

Abstract: This specification describes an adaptive robotic nursing assistant for physical tasks and patient observation and feedback. In some examples, the adaptive robotic nursing assistant includes an omni-directional mobile platform; a footrest on the omni-directional mobile platform; a handlebar located above the footrest such that a user standing on the footrest can grasp the handlebar; a display above the handlebar and at least one user input device; a robot manipulator comprising a robotic arm and an end effector on the robotic arm; and a control system coupled to the omni-directional mobile platform, the control system comprising at least one processor and memory storing executable instructions for the at least one processor to control the omni-directional mobile platform.

Abstract: A microwave heating method includes following steps: setting multiple microwave heating modes and their corresponding arrangements of resonator; selecting one of the microwave heating modes according to a heating condition; and, disposing an object to be heated and at least one resonator into a heating chamber, and providing a microwave signal to heat the object to heated, wherein a resonance frequency of the at least one resonator is corresponding to a frequency of the microwave signal, and the at least one resonator is arranged in the arrangement corresponding to the selected microwave heating mode. A microwave heating device suitable for the above microwave heating method is also proposed.

Abstract: The present disclosure relates to compositions, methods of preparation of the compositions, and methods including administration of said compositions for the prevention of neurological damage associated with cerebral ischemia.

Abstract: Disclosed is an image processing method and apparatus. The image processing method includes receiving an image including frames captured over time in a light environment including an alternating current (AC) light, extracting AC pixels corresponding to the AC light from pixels in the image, estimating visual spaces of the AC pixels based on values of the AC pixels in the frames, estimating information of the AC light included in the image based on the visual spaces, and processing the image based on the information of the AC light.

Abstract: A memory cell is disclosed which includes a semiconductor layer, a first electrode coupled to the semiconductor layer, a second electrode coupled to the semiconductor layer, wherein the first and second electrodes are separated from one another along a first axis and wherein the semiconductor layer extends beyond the first axis along a second axis substantially perpendicular to the first axis, thereby forming a first wing, a third electrode separated from the semiconductor layer by an insulating layer, a first magnetic tunnel junction (MTJ) disposed on the first wing, and a first read electrode coupled to the first MTJ.

Abstract: The application provides genetically modified cell receptors (TCRs) specific for an epitope from cancer antigen NY-ESO-1. Also provided are related polypeptides and proteins, as well as related nucleic acids, recombinant expression vectors, host cells, and populations of cells, including but not limited to genetically engineered cells, and pharmaceutical compositions. The application further provides the use of such modified T cell receptors (TCRs) and related compositions for cancer immunotherapy (e.g., adoptive cell therapy).

Abstract: Hybrid curcumin-based conjugates and methods of use thereof are provided. Pharmaceutical compositions including an effective amount of one or more curcumin conjugates are also provided. In particular embodiments, the compositions are formulated for oral delivery. The conjugates and pharmaceutical compositions thereof can be administered to a subject in need thereof to treat cancer.

Abstract: The present disclosure provides is a method of manufacturing a flexible pressure sensor by forming the polymer support and the conductive particles from a single uniform solution and performing a curing of the polymer support and a growth of the conductive particles in a continuous process. The method of manufacturing a flexible pressure sensor includes: preparing a solution by adding a polymer support material, a conductive particle, and a photoinitiator to a solvent; applying the solution on a flexible substrate; and irradiating ultraviolet rays onto the solution applied on the flexible substrate to cure the solution and form a solid film.

Abstract: A driver monitor system and method for predicting impairment of a user of a vehicle. The system includes video cameras, an input device for inputting a list of medications being taken by the driver. Processing circuitry predicts side effects of the medications based on the half-life of the medication, detecting eye gaze movement, eye lid position, and facial expression of the user using images from the video camera, predicting whether the user is transitioning into an impaired physical state that is a side effect of the medications, verifying the side effect of the medications, determining whether the user is fit to drive using the verified side effects of the medications, and outputting to the vehicle an instruction to operate the vehicle in a level of automation that makes up for the at least one side effect or to perform a safe pull over operation of the vehicle.

Abstract: A method for depositing a decorative and/or functional layer on at least a portion of a surface of a finished or semi-finished article made of a non-conductive ceramic material, this deposition method includes the following operations: subjecting the at least a portion of the surface of the article to a carburising or nitriding treatment during which carbon, respectively nitrogen atoms, diffuse in the at least a portion of the surface of the article, then depositing, by galvanic growth of a metallic material, the decorative and/or functional layer on at least a portion of the surface of the article which has undergone the carburising or nitriding treatment.