Abstract: A method of recovering rare earth metals from scrap material that contains rare earth metal includes: (a) forming an oxide by subjecting scrap material to oxidation roasting; (b) preparing a first filtrate by acid leaching the result of step (a) and filtering the residue; (c) forming a precipitate by adding an oxidizing agent to the first filtrate and adjusting pH; (d1) preparing a second filtrate by filtering the precipitate formed in step (c); (d2) obtaining a rare earth metal leaching solution by acid leaching the precipitate formed in step (c) at a predetermined pH and filtering the residue to prepare a third filtrate; and (d3) combining the third filtrate with the second filtrate. Accordingly, a rare earth metal recovery rate is 88 wt % or more based on rare earth metals in the scrap material.

Abstract: A method of reusing feature maps that is operable on a neural processing unit (NPU) includes calculating, for a first layer of at least one artificial neural network (ANN) model, a space cost based on sizes of an input feature map, an output feature map, and a weight of a subsequent layer of the first layer; calculating a caching value for an operation of the first layer; determining a caching profit for the operation of the first layer based on the space cost and the caching value; determining a caching entry having maximum caching profit among caching candidate entries; and storing the caching entry in a variable memory. A system including the NPU includes a main memory to store a portion of the ANN model; a variable memory to selectively store a caching entry of the portion of the ANN model; and a controller to perform the method.

Abstract: Provided is a zinc alloy-plated steel material having excellent corrosion resistance and surface qualities. The steel material includes: a base steel; a zinc alloy-plating layer formed on the base steel, wherein the zinc alloy-plating layer comprises, by weight %, 8 to 25% of aluminum (Al), 4 to 12% of magnesium (Mg), and a balance of zinc (Zn) and inevitable impurities; and a polygonal solidification phase formed in a surface of the zinc alloy-plating layer and having a substantially straight boundary line between the polygonal solidification phase and a microstructure surrounding the polygonal solidification phase. The substantially straight boundary line forms an angle with an adjacent substantially straight boundary line, and an area fraction occupied by the polygonal solidification phase on the surface of the zinc alloy-plating layer is 20 to 90%.

Abstract: A method of preparing a magnet powder, and a magnet powder, are disclosed. The method includes: preparing a neodymium praseodymium (Nd, Pr) mixed oxide containing Nd and Pr; preparing iron (Fe) oxide; preparing boron (B) oxide; mixing the prepared (Nd, Pr) mixed oxide, iron oxide, and boron oxide to prepare a first mixture; mixing the first mixture with calcium (Ca) to prepare a second mixture; inducing diffusion while shaping and pressing the second mixture; reducing the shaped and pressed second mixture to prepare a magnetic substance containing Nd, Fe, and B; powdering the reduced magnetic substance; and removing reduction by-products from the powdered magnetic substance.

Abstract: A mobile robot includes a telescopic lift mounted on the outside of a main body of the mobile robot, the telescopic lift being extendable in a height direction; a first sensor package installed at an upper end of the telescopic lift; and a second sensor package installed at the upper end of the telescopic lift. The mobile robot is configured to collect information regarding an inspection target, which is installed at a high-altitude location on a particular floor level of a semiconductor fabrication plant, using the second sensor package, prevent the collision of the telescopic lift or the first sensor package of the mobile robot with the inspection target and/or stop the telescopic lift when the second sensor package collides with an object at the high-altitude location or with the inspection target, and conduct an unmanned inspection of the inspection target, including autonomously driving.

Abstract: Provided is a cleaning device for cleaning a magnet powder including: a flask provided to contain the magnet powder and a cleaning material used to clean the magnet powder; and a vacuum manifold provided to maintain the magnet powder and the cleaning material contained in the flask in an inert state during cleaning. Provided is a method for cleaning a magnet powder including a loading operation for loading a magnet powder, a cleaning solution, and zeolite into a flask; a gas injecting operation for injecting an inert gas into the flask; and a vacuum drying operation for drying the magnet powder and the zeolite in a vacuum.

Abstract: One embodiment of the present invention provides a carbon filament wire for laser welding of a steel sheet having an aluminum-based coating layer, a laser welding method of a steel sheet having an aluminum-based coating layer by using same, and a welded product produced by same, the carbon filament wire comprising: a resin matrix; and two or more carbon filaments provided inside the resin matrix.

Abstract: Provided is a cleaning device for cleaning a magnet powder including: a flask provided to contain the magnet powder and a cleaning material used to clean the magnet powder; and a vacuum manifold provided to maintain the magnet powder and the cleaning material contained in the flask in an inert state during cleaning. Provided is a method for cleaning a magnet powder including a loading operation for loading a magnet powder, a cleaning solution, and zeolite into a flask; a gas injecting operation for injecting an inert gas into the flask; and a vacuum drying operation for drying the magnet powder and the zeolite in a vacuum.

Abstract: A method for identifying a wallet address associated with a virtual asset service provider is provided. The method comprises receiving a target wallet address, obtaining a transaction of a virtual asset associated with the target wallet address, obtaining a list of a plurality of known wallet addresses of virtual asset service providers (VASPs) and identifying a type of the target wallet address, by performing at least one of a cold wallet determination routine and a hot wallet determination routine for the target wallet address, based on the transaction and the list of known wallet addresses of the VASPs.

Abstract: A method for collecting dark web information is provided. The method for collecting dark web information is performed by a computing device and comprises obtaining a list of onion addresses of a plurality of target dark web sites, accessing at least one of the plurality of target dark web sites, collecting web page information of the accessed dark web site, storing information on the accessed dark web site by analyzing the collected web page information and providing an analysis result of the accessed dark web site by using the stored information on the accessed dark web site.

Abstract: Provided is a galvanized steel sheet having excellent plating adhesion, having a plated layer with improved friction characteristics by means of a predetermined level of Fe elution, and having excellent corrosion resistance; and a manufacturing method therefor.

Abstract: Disclosed are a method for pulverizing a waste magnet and a waste magnet powder produced by the method. More particularly, disclosed is a method for efficiently producing a waste magnet powder having a small average particle size by pulverizing a raw material containing a hydrogen-occluded rare earth metal before dehydrogenation of the raw material.

Abstract: A method for identifying a wallet address associated with a virtual asset service provider is provided. The method comprises receiving a target wallet address, obtaining a transaction of a virtual asset associated with the target wallet address, obtaining a list of a plurality of known wallet addresses of virtual asset service providers (VASPs) and identifying a type of the target wallet address, by performing at least one of a cold wallet determination routine and a hot wallet determination routine for the target wallet address, based on the transaction and the list of known wallet addresses of the VASPs.

Abstract: A method for identifying a wallet address associated with a virtual asset service provider is provided. The method comprises receiving a target wallet address, obtaining a transaction of a virtual asset associated with the target wallet address, obtaining a list of a plurality of known wallet addresses of virtual asset service providers (VASPs) and identifying a type of the target wallet address, by performing at least one of a cold wallet determination routine and a hot wallet determination routine for the target wallet address, based on the transaction and the list of known wallet addresses of the VASPs.

Abstract: A method for collecting dark web information is provided. The method for collecting dark web information is performed by a computing device and comprises obtaining a list of onion addresses of a plurality of target dark web sites, accessing at least one of the plurality of target dark web sites, collecting web page information of the accessed dark web site, storing information on the accessed dark web site by analyzing the collected web page information and providing an analysis result of the accessed dark web site by using the stored information on the accessed dark web site.

Abstract: A method for identifying a wallet address associated with a virtual asset service provider is provided. The method comprises receiving a target wallet address, obtaining a transaction of a virtual asset associated with the target wallet address, obtaining a list of a plurality of known wallet addresses of virtual asset service providers (VASPs) and identifying a type of the target wallet address, by performing at least one of a cold wallet determination routine and a hot wallet determination routine for the target wallet address, based on the transaction and the list of known wallet addresses of the VASPs.

Abstract: A method for collecting dark web information is provided. The method for collecting dark web information is performed by a computing device and comprises obtaining a list of onion addresses of a plurality of target dark web sites, accessing at least one of the plurality of target dark web sites, collecting web page information of the accessed dark web site, storing information on the accessed dark web site by analyzing the collected web page information and providing an analysis result of the accessed dark web site by using the stored information on the accessed dark web site.

Abstract: Provided is a galvanized steel sheet having excellent plating adhesion, having a plated layer with improved friction characteristics by means of a predetermined level of Fe elution, and having excellent corrosion resistance; and a manufacturing method therefor.

Abstract: Provided is a zinc alloy-plated steel material used in automobiles, building materials, home appliances, or the like, and more specifically, to a zinc alloy-plated steel material having excellent corrosion resistance and surface quality, and a method for producing same.

Abstract: Disclosed are a method of manufacturing a rare-earth permanent magnet capable of offsetting a partially uneven demagnetization by varying the amount of heavy rare-earth element diffused to a grain boundary for each region and a Nd—Fe—B-based permanent magnet manufactured by the same. The method includes: preparing a base material including a plurality of regions by using a sintered magnet including an Nd—Fe—B-based alloy; preparing a coating material including a heavy rare-earth element; applying the coating material to a surface of the base material; and diffusing the heavy rare-earth element to a grain boundary of the base material by heat-treating the base material to which the coating material is applied. In the applying the coating material, an amount of the coating material applied to each region of the base material may vary.