Abstract: An apparatus for extracting common command information from programmable logic controller (PLC) ladder information according to the present invention may include: a logic information extracting portion configured to extract control logic information from XML information converted from PLC ladder information; and a common command converting portion configured to convert the control logic information extracted by the logic information extracting portion into common command information, wherein the logic information extracting portion is configured to extract, from the XML information, the control logic information in the form of a block obtained by grouping units that respectively represent contacts and lines constituting the PLC ladder information according to an AND condition and an OR condition.

Abstract: The present disclosure discloses a master pattern generation method which is a major pattern in a repeated cycle by analyzing programmable logic controller (PLC) logic, and a method for training a model that may analyze an error of a cycle using the generated master pattern. The master pattern generation method and the training method for a cycle analysis model according to the present disclosure are different from the related art in that the methods are a technology of processing a machine control language (low-level language) that is difficult for humans to analyze and converting the machine control language into an analyzable language (high-level language), i.e., a machine language processing (MLP)-based technology that analyzes the executed machine language (a language that controls a machine) with a computer and can be understood by humans.

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: A method of inspecting a programmable logic controller (PLC) control logic using a graphic neural network (GNN) generally includes three operations: a data preprocessing operation for a GNN, an operation of predicting whether tags are connected, and an operation of verifying suitability of edge connections between tags. As a result, a graph is generated from a PLC control logic and input to a link prediction model to find an incorrect connection in the PLC control logic. Subsequently, a result graph output through the link prediction is input to a trained model to verify edge connection suitability between tags. Then, it may be finally verified whether tags are connected in the PLC control logic.

Abstract: The present disclosure discloses a method of generating a master state that is a normal state in a repeated cycle by analyzing log data output from a programmable logic controller (PLC). In addition, a method of generating log data as graph data as data preprocessing for generating a master state is disclosed. The method of generating a master pattern and the method of training a cycle analysis model according to the present disclosure are different from the related art in that the methods are a technology of processing a machine control language (low-level language) that is difficult for humans to analyze and converting the machine control language into an analyzable language (high-level language), i.e., a machine language processing (MLP)-based technology that analyzes the executed machine language (a language that controls a machine) with a computer and can be understood by humans.

Abstract: A method for preparing a silicon anode active material in which a nano-silicon mixture is inserted into pores of coffee grounds according to the present disclosure can contribute to the protection of the natural environment through the preparation of a high-capacity silicon anode active material for a lithium secondary battery, which is prepared using coffee grounds that are an environmental pollutant, and has an effect of lowering the preparation cost of a lithium secondary battery anode material with the high-capacity silicon anode active material using coffee grounds by including the steps of: a) preparing nano-silicon; b) preparing an anionic surfactant; c) preparing silane; d) preparing a mixed dispersion based on ultrapure distilled water; e) drying and preparing coffee grounds; f) mixing polyvinyl alcohol into a mixed dispersion; g) mixing polyamic acid into the mixed dispersion; h) mixing graphite into the mixed dispersion; i) mixing vegetable oil into the mixed dispersion; j) final mixed dispersion h

Abstract: Disclosed is a method of analyzing a programmable logic controller (PLC) logic to detect whether an anomaly that deviates from a standard pattern occurs in a repeated cycle. After modeling and patterning an operation pattern of automation equipment and processes with a graph, an anomaly detecting model capable of detecting whether a pattern is abnormal may be constructed as a graph AutoEncoder model. By detecting the change in the process pattern, it is possible to early detect the anomaly of the equipment and processes.

Abstract: An apparatus for extracting common command information from programmable logic controller (PLC) ladder information according to the present invention may include: a logic information extracting portion configured to extract control logic information from XML information converted from PLC ladder information; and a common command converting portion configured to convert the control logic information extracted by the logic information extracting portion into common command information, wherein the logic information extracting portion is configured to extract, from the XML information, the control logic information in the form of a block obtained by grouping units that respectively represent contacts and lines constituting the PLC ladder information according to an AND condition and an OR condition.

Abstract: The present disclosure discloses a master pattern generation method which is a major pattern in a repeated cycle by analyzing programmable logic controller (PLC) logic, and a method for training a model that may analyze an error of a cycle using the generated master pattern. The master pattern generation method and the training method for a cycle analysis model according to the present disclosure are different from the related art in that the methods are a technology of processing a machine control language (low-level language) that is difficult for humans to analyze and converting the machine control language into an analyzable language (high-level language), i.e., a machine language processing (MLP)-based technology that analyzes the executed machine language (a language that controls a machine) with a computer and cats be understood by humans.

Abstract: A cooling module for illumination device, includes: a substrate contacting a heat-generating illumination part at a lower part thereof and having an insertion groove formed on the upper surface thereof; a heat pipe which radiates the heat generated from the illumination part and includes a horizontal part inserted into the insertion groove and a vertical part vertically bent from the horizontal part and extending in a longitudinal direction; and a heat radiating plate laminated on and coupled to the vertical part of the heat pipe to promote heat radiation of the heat pipe, and including a coupling part coupled to the heat pipe, an inner fin part cut inward from the coupling part and formed to be twisted by a predetermined angle, and an outer fin part cut outward from the coupling part and formed to be twisted by a predetermined angle.

Abstract: A cooling module for illumination device, includes: a substrate contacting a heat-generating illumination part at a lower part thereof and having an insertion groove formed on the upper surface thereof; a heat pipe which radiates the heat generated from the illumination part and includes a horizontal part inserted into the insertion groove and a vertical part vertically bent from the horizontal part and extending in a longitudinal direction; and a heat radiating plate laminated on and coupled to the vertical part of the heat pipe to promote heat radiation of the heat pipe, and including a coupling part coupled to the heat pipe, an inner fin part cut inward from the coupling part and formed to be twisted by a predetermined angle, and an outer fin part cut outward from the coupling part and formed to be twisted by a predetermined angle.

Abstract: A device and a method for common type conversion of a PLC control program are disclosed. The device for common type conversion of a PLC control program according to an embodiment of the present invention comprises: a common command library construction unit for constructing a common command library by generating, using a common command generation algorithm, a common command for commands used in text-based PLC control programs having different types; and a common type conversion unit for converting an arbitrary text-based PLC control program into a common type PLC control program by using the common command library, in accordance with the arbitrary text-based PLC control program requested to be converted into a common type being able to be converted into a common type PLC control program.

Abstract: The present invention relates to a battery module including a plurality of unit batteries. The battery module includes the plurality of unit batteries electrically connected to each other, a housing having a plurality of penetration holes in which the unit batteries are provided to respective correspond to the unit batteries, and a duct member combined with the housing to cover electrode terminals of the unit batteries. The duct member includes a coolant passage through which a coolant is provided to the penetration hole and a gas exhaust passage for exhausting gas generated from the unit batteries in a predetermined direction.

Abstract: A fuel cell system quickly and efficiently preheats a frozen stack. The fuel cell system includes: a reformer which generates a reformate gas by reforming a fuel and is heated by a heat source unit; a stack which generates electricity by electrochemically reacting an oxidizer with hydrogen in the reformate gas; and a fluid flow controller which moves air around the reformer into an area around the stack, and which controls airflow on the basis of a temperature change of the stack, wherein the air is heated by the surface temperature of the reformer.

Abstract: The present invention relates to a battery module including a plurality of unit batteries. The battery module includes the plurality of unit batteries electrically connected to each other, a housing having a plurality of penetration holes in which the unit batteries are provided to respective correspond to the unit batteries, and a duct member combined with the housing to cover electrode terminals of the unit batteries. The duct member includes a coolant passage through which a coolant is provided to the penetration hole and a gas exhaust passage for exhausting gas generated from the unit batteries in a predetermined direction.

Abstract: A battery module that includes a plurality of unit batteries, a frame, and supporters. The frame includes holes for receiving and supporting the unit batteries. Each of the supporters is formed in a form of a protrusion and is disposed between the holes and the unit batteries for supporting the unit batteries.