Abstract: Disclosed herein is a method for learning to drive growing autonomous vehicles in real time based on driver interaction, which includes (a) an autonomous vehicle performing autonomous driving learning based on driving guidance information generated using information received from a driving expert, (b) the autonomous vehicle performing external driving environment recognition matching on a result of recognition of a recognition system and a result of recognition of the driving expert, and (c) the autonomous vehicle performing reviewing and learning after driving training to improve a level of autonomous driving.

Abstract: The present invention relates to a method for providing information for artificial intelligence-based lung cancer diagnosis using a biomarker(s) for diagnosing lung cancer and clinical information of a test subject, and more specifically, to a metabolomic biomarker(s) composition for diagnosing lung cancer comprising kynurenine (KN), hexanoyl-L-carnitine (HC), octanoyl-L-carnitine (OC), decanoyl-L-carnitine (DC), dodecanoyl-L-carnitine (DDC), myristoyl-L-carnitine (MC) and palmitoyl-L-carnitine (PC), and a method for providing artificial intelligence-based information for diagnosing lung cancer using the metabolomic biomarker(s) and clinical information of a test subject.

Abstract: A memory system includes a memory device and a controller. The memory device includes at least one storage region. The controller is coupled to the memory device. The controller is configured to transmit to the memory device a command used for storing data in the at least one storage region or reading stored data from the at least one storage region. The controller is configured to differently perform scheduling, based on whether addresses, input along with at least two commands belonging to a preset range of commands to be transmitted to the memory device, are overlapped, so that a first order in which the commands are input from an external device is equal to a second order in which the commands are transmitted to the memory device.

Abstract: The present disclosure relates to a defensive driving vehicles interaction system (D2VIS), and to an autonomous driving predictive defensive driving system through an interaction based on forward vehicle driving and situation judgement information and a method thereof. An autonomous driving predictive defensive driving system through an interaction based on forward vehicle driving and situation judgement information according to the present disclosure includes an inter-vehicle distance recognition unit configured to recognize a distance between a surrounding vehicle and an ego vehicle, a situation recognition unit configured to recognize situation information including surrounding information of the surrounding vehicle, and a driving situation response determination unit configured to share data for determining a defensive driving action by using the situation information.

Abstract: Provided is an electronic device including: a sensor module; a memory storing map data; and a processor functionally connected to the sensor module and the memory, wherein, when it is determined to execute a minimum risk maneuver (MRM) mode during autonomous driving, the processor recognizes a road structure and a static road object at a current location and a forward area from the current location based on the sensor module and map data, and determines a stopping method of the MRM mode according to a result of the recognition of the road structure and the static road object, and stops the vehicle with the determined stopping method.

Abstract: A data storage apparatus includes a memory device and a memory controller. The memory controller is configured to determine that at least a portion of logical addresses included in adjacent write requests in a sequence of write requests continuously received from an external apparatus overlaps. The memory controller is configured to execute an overlap write mode in which deferring programming of data of an overlapping logical address.

Abstract: A method for manufacturing an electrode for an all-solid-state battery is provided. The method comprises steps of applying granules containing an active material on a current collector, aligning and fixing the granules, applying a solid electrolyte solution on the granules, and moving the solid electrolyte solution into pores between the granules by reducing the pressure by vacuum at 20° C. to 40° C.

Abstract: The present invention relates to an electrode assembly, a secondary battery including the electrode assembly, and a method of manufacturing the electrode assembly, wherein a corona surface treatment is applied to a portion of a surface of a separator located inside a unit cell to increase interfacial adhesion between the separator and an electrode without decreasing electrolyte impregnability.

Abstract: The present technology relates to an electronic device. According to the present technology, a memory controller may include a garbage collection controller and a sustain detector. The garbage collection controller may generate garbage collection information including valid page count values of victim memory blocks on which garbage collection is to be performed among a plurality of memory blocks included in a memory device. The sustain detector in communication with the garbage collection controller may generate sustain information indicating whether random write performance for the memory device is in a sustain state in which a random write performance value related to a capability of the random write performance is greater than or equal to a threshold value based on the garbage collection information.

Abstract: The present disclosure relates to a data construction and learning system and method based on a method of splitting and arranging multiple images. The data construction and learning system based on a method of splitting and arranging multiple images includes an input unit configured to receive images captured by a plurality of cameras disposed in a vehicle, a memory in which a program for merging the images into a single image and estimating information on a road situation and an object has been stored, and a processor configured to execute the program. The processor merges and recognizes, as one situation, road situations and objects redundantly included in the images.

Abstract: The interaction system includes: an infrastructure image sensor-based 3D cloud restoration module configured to create a 3D cloud point using a multi-view image received from an infrastructure sensor; a real-time 3D map creation and learning update module configured to generate subset data composed of point clouds into a 3D map using 3D point information received from the infrastructure image sensor-based 3D cloud restoration module; an object estimation module in a 3D space configured to recognize and track an object existing in a 3D space based on the 3D map received from the real-time 3D map creation and learning update module; and a dangerous situation recognition and interaction module in space configured to receive information on an object existing in the 3D space from the object estimation module in the 3D space, recognize a dangerous situation, and provide dangerous situation related information.

Abstract: A display device includes a display panel including a first surface and a second surface and displaying an image; a substrate disposed on the second surface of the display panel and including a first substrate surface and a side surface that intersect; a flexible circuit board connected to a portion of the display panel; a pad unit electrically connecting the flexible circuit board and the display panel; and a protective layer disposed on one surface of the flexible circuit board, wherein the one surface of the flexible circuit board is a surface of the flexible circuit board facing the display panel, and the protective layer covers at least a portion of the first substrate surface and the side surface.

Abstract: Provided herein may be a memory system and a method of setting a dynamic reference value for an interrupt signal. A memory controller may include a completion signal manager configured to generate a completion signal indicating completion of an operation corresponding to a command received from a host device, and store the command in a completion queue stored in the host device in response to the completion signal, and an interrupt signal generator configured to set a dynamic reference value based on data throughput of the host device such that completion commands stored in the completion queue are processed to be complete based on the dynamic reference value, generate an interrupt signal for triggering a completion operation on the completion commands based on the dynamic reference value, and transmit the interrupt signal to the host device.

Abstract: Disclosed is a transistor including an active layer disposed on a substrate, the active layer including an oxide semiconductor material having a first metal, a gate insulating film disposed on the active layer, a gate electrode at least partially overlapping the active layer on the gate insulating film, a first source-drain electrode and a second source-drain electrode respectively connected to a first source-drain region and a second source-drain region of the active layer, while being insulated from the gate electrode, and a second metal oxide insulating film doped with the first metal, the second metal oxide insulating film being disposed between the gate insulating film and the active layer.

Abstract: The present technology relates to an electronic device. According to the present technology, a memory controller may include a garbage collection controller and a sustain detector. The garbage collection controller may generate garbage collection information including valid page count values of victim memory blocks on which garbage collection is to be performed among a plurality of memory blocks included in a memory device. The sustain detector in communication with the garbage collection controller may generate sustain information indicating whether random write performance for the memory device is in a sustain state in which a random write performance value related to a capability of the random write performance is greater than or equal to a threshold value based on the garbage collection information.

Abstract: In a method for manufacturing a secondary battery, the method includes: electrically connecting a first current collector plate to the first electrode plate of an electrode assembly including: a first electrode plate; a second electrode plate; and a separator between the first electrode plate and the second electrode plate; pressing the first current collector plate in the direction of the electrode assembly by a setting pressing amount to press at least a portion of the separator that protrudes outward from the electrode assembly relative to the first electrode plate; and performing internal insulation treatment, wherein the pressing amount may be set based on a length of an initial gap between the first current collector plate and the separator and a length of an initial separator pressing allowance space between the separator and the first electrode plate.

Abstract: A positive electrode for an all-solid-state battery having adjusted properties of a composition related to a carbon-based conductive material, and an all-solid-state battery including the same is provided. The positive electrode for an all-solid-state battery includes a positive-electrode active material, a carbon-based conductive material, a binder, and an inorganic solid electrolyte, wherein the carbon-based conductive material is a fibrous carbon-based conductive material having a length from 1 ?m to 100 ?m. The fibrous carbon-based conductive material can improve the initial discharge efficiency of the all-solid-state battery when mixed with the positive-electrode active material in an appropriate ratio, as well as improve the capacity retention rate at a high-rate discharge above 0.5 C.

Abstract: An optical device for augmented reality, includes: a light generating unit for generating a first light; a first optical element for transmitting or reflecting an incident light according to an incident angle; a light guide for reflecting the incident light; and a second optical element formed with a predetermined slope and reflecting the incident light.

Abstract: A high shear mixing unit includes a mixing screw and a housing receiving the mixing screw; wherein the housing includes a nozzle provided at a distal end and a hopper in communication therewith, and wherein the mixing screw includes a rotating shaft and blades provided on an outer surface of the rotating shaft, wherein the rotating shaft has a first tapered portion having a gradually increasing outer diameter in a direction toward the nozzle, a kneading portion having a uniform outer diameter or a gradually increasing outer diameter in a direction toward the nozzle, and a second tapered portion having a gradually decreasing outer diameter in a direction toward the nozzle, in this order, and the blades comprise first spiral blades disposed on an outer surface of the first tapered portion, second spiral blades disposed on an outer surface of the kneading portion, and third spiral blades disposed on an outer surface of the second tapered portion, thereby providing a high shear mixing unit.

Abstract: An electrostatic discharge protection device can include a first electrode extending in a first direction, an active layer, and a second electrode. The active layer has a first width in the first direction, and overlaps the first electrode. The active layer includes at least one hole in an overlapping region, and is disposed longer outwardly than one or more sides of the first electrode in a second direction intersecting the first direction. The second electrode is disposed side by side with the first electrode and includes a first connection portion to one side of the active layer.