Abstract: A method, of training an anomaly detecting model using a plurality of pieces of graph data, includes: (a) inputting one piece of graph data that has not yet been input, among the plurality of pieces of graph data, to a graph neural network (GNN) AutoEncoder calculating a probability of each edge as input data; (b) calculating a difference value (hereinafter, “edge difference value”) between an edge probability value of reconstructed data output by the GNN AutoEncoder and an edge value of the input data; (c) calculating an average value (hereinafter, “positive edge loss”) of a positive edge and an average value (hereinafter, “negative edge loss”) of a negative edge using the edge difference value, and calculating an edge prediction loss value of the reconstructed data by summing the positive edge loss and the negative edge loss; (d) retraining the GNN AutoEncoder until the edge prediction loss value is minimized.

Abstract: An automatically operatable electric wing-out headrest includes a motor having a lead screw configured to adjust forward-and-rearward rotation of wing-out pads respectively mounted on the opposite sides of a headrest body, a first slider coupled to the lead screw so as to be movable upwards and downwards, a second slider configured to contact the first slider so as to be movable forwards and rearwards, and a wing-out link connected to the second slider to rotate a wing-out frame.

Abstract: The object sensing device can include a plurality of first division blocks divided along a first direction, and a sensing driving device that drives the plurality of first division blocks. The sensing driving device can provide a first driving signal to two or more first division blocks among the plurality of first division blocks and provide a second driving signal to the remaining first division blocks. The first driving signal and the second driving signal can be different.

Abstract: An air-cooled battery for a vehicle includes a battery mounted on a floor of the vehicle and cooled by air, and a cooling duct having a first portion that is connected to the battery and extends in a longitudinal direction of the vehicle and a second portion that is branched from the first portion in a width direction of the vehicle and disposed under a seat to discharge the air cooling the battery in multiple directions.

Abstract: An electric headrest sliding device includes a slider configured to be movable upwards and downwards by driving of a motor, a front frame of a headrest, and a rotation link configured to connect the slider to the front frame, wherein the rotation link is rotated forwards or rearwards to push or pull the front frame during upward-and-downward movement of the slider, thereby accurately adjusting the front and rear positions of the headrest.

Abstract: According to one embodiment of the present disclosure, a lane changing apparatus of an autonomous vehicle configured to change a driving lane in consideration of a congested situation includes a controller configured to determine whether an expected driving lane is congested based on driving information, and a communicator configured to receive the driving information. At least one among an autonomous driving vehicle, a user terminal, and a server according to embodiments of the present disclosure may be associated or integrated with an artificial intelligence module, a drone (unmanned aerial vehicle (UAV)), a robot, an augmented reality (AR) device, a virtual reality (VR) device, and a 5G service related device.

Abstract: According to one embodiment of the present disclosure, a lane changing apparatus of an autonomous vehicle configured to change a driving lane in consideration of a congested situation includes a controller configured to determine whether an expected driving lane is congested based on driving information, and a communicator configured to receive the driving information. At least one among an autonomous driving vehicle, a user terminal, and a server according to embodiments of the present disclosure may be associated or integrated with an artificial intelligence module, a drone (unmanned aerial vehicle (UAV)), a robot, an augmented reality (AR) device, a virtual reality (VR) device, and a 5G service related device.

Abstract: According to one embodiment of the present disclosure, an autonomous vehicle includes a loader which loads a service module, a driving unit which moves an autonomous vehicle, and a controller which controls the driving unit to perform at least one of acceleration driving, turning, and stopping of the autonomous vehicle, the controller checks a driving route of the autonomous vehicle and module information of a service module and controls the driving unit based on the driving route and the module information. At least one of the autonomous vehicle of the present disclosure may be linked to or integrated with an artificial intelligence module, a drone (an unmanned aerial vehicle, UAV), a robot, augmented reality (AR), virtual reality (VR), and a device related to 5G services.

Abstract: A power profiling method, a power profiling system, and a processor-readable storage medium are provided. The power profiling method includes collecting power status information indicating software and hardware statuses of a power domain that operates in a target board according to input test control information, and generating analysis information of power that is consumed by the target board using the collected power status information.

Abstract: An LCD device and a method for manufacturing the same is disclosed, in which it is possible to correct a problem of insufficient or excessive supply of liquid crystal in an LCD device by controlling an amount of liquid crystal. The method includes preparing a liquid crystal cell comprised of a first substrate, a second substrate, a liquid crystal layer between the first and second substrates, and a first sealant formed in the periphery of the liquid crystal layer between the first and second substrates; measuring an amount of liquid crystal provided to the inside of liquid crystal cell; forming an inlet for liquid crystal in the first sealant; and regulating the amount of liquid crystal by supplying or discharging the liquid crystal through the inlet; and sealing the inlet.

Abstract: An LCD device and a method for manufacturing the same is disclosed, in which it is possible to correct a problem of insufficient or excessive supply of liquid crystal in an LCD device by controlling an amount of liquid crystal. The method includes preparing a liquid crystal cell comprised of a first substrate, a second substrate, a liquid crystal layer between the first and second substrates, and a first sealant formed in the periphery of the liquid crystal layer between the first and second substrates; measuring an amount of liquid crystal provided to the inside of liquid crystal cell; forming an inlet for liquid crystal in the first sealant; and regulating the amount of liquid crystal by supplying or discharging the liquid crystal through the inlet; and sealing the inlet.

Abstract: An LCD device and a method for manufacturing the same is disclosed, in which it is possible to correct a problem of insufficient or excessive supply of liquid crystal in an LCD device by controlling an amount of liquid crystal, the method comprising preparing a liquid crystal cell comprised of a first substrate, a second substrate, a liquid crystal layer between the first and second substrates, and a first sealant formed in the periphery of the liquid crystal layer between the first and second substrates; measuring an amount of liquid crystal provided to the inside of liquid crystal cell; forming an inlet for liquid crystal in the first sealant; regulating the amount of liquid crystal by supplying or discharging the liquid crystal through the inlet; and sealing the inlet.

Abstract: An LCD device and a method for manufacturing the same is disclosed, in which it is possible to correct a problem of insufficient or excessive supply of liquid crystal in an LCD device by controlling an amount of liquid crystal. The method includes preparing a liquid crystal cell comprised of a first substrate, a second substrate, a liquid crystal layer between the first and second substrates, and a first sealant formed in the periphery of the liquid crystal layer between the first and second substrates; measuring an amount of liquid crystal provided to the inside of liquid crystal cell; forming an inlet for liquid crystal in the first sealant; and regulating the amount of liquid crystal by supplying or discharging the liquid crystal through the inlet; and sealing the inlet.

Abstract: An apparatus and method for fabricating a color filter of an LCD is provided. A first roller includes a dry film and a base film that are formed around the first roller in a predetermined order, the dry film is a red, a green, or a blue dry film to form a sub-color filter, the base film protects the dry film. A second roller operates in connection with the first roller and includes the dry film and the base film that are formed around the second roller in a reverse order of the predetermined order. A printing plate forms a predetermined pattern on the dry film formed around the second roller.

Abstract: An LCD device and a method for manufacturing the same is disclosed, in which it is possible to correct a problem of insufficient or excessive supply of liquid crystal in an LCD device by controlling an amount of liquid crystal. The method includes preparing a liquid crystal cell comprised of a first substrate, a second substrate, a liquid crystal layer between the first and second substrates, and a first sealant formed in the periphery of the liquid crystal layer between the first and second substrates; measuring an amount of liquid crystal provided to the inside of liquid crystal cell; forming an inlet for liquid crystal in the first sealant; and regulating the amount of liquid crystal by supplying or discharging the liquid crystal through the inlet; and sealing the inlet.

Abstract: A color filter that is adapted to be changeably used for a twisted nematic (TN) mode LCD and an in-plane switching mode (IPS) mode LCD by forming a light-shielding layer at the rear side of a transparent substrate to improve surface morphology. In the color filter, a light-shielding layer is formed from a metal material on a second surface of a transparent substrate having first and second surfaces to have a lattice shape. First, second and third filters are formed at a portion which does not correspond to the light-shielding layer on the first surface of the transparent substrate in manner such that a desired portion is overlapped with the light-shielding layer, thereby transmitting red, green and blue color lights, respectively. Accordingly, the light-shielding layer is formed on the second surface of the transparent substrate to prevent deterioration in surface morphology.

Abstract: A color filter that is adapted to be changeably used for a twisted nematic (TN) mode LCD and a in plane switching mode (IPS) mode LCD by forming a light-shielding layer at the rear side of a transparent substrate to improve a surface morphology. In the color filter, a light-shielding layer is formed from a metal material on a second surface of a transparent substrate having first and second surfaces to have a lattice shape. First, second and third filters are formed at a portion which does not correspond to the light-shielding layer on the first surface of the transparent substrate in such a manner to has a desired portion overlapped with the light-shielding layer, thereby transmitting red, green and blue color lights, respectively. Accordingly, the light-shielding layer is formed on the second surface of the transparent substrate to prevent a deterioration of surface morphology.