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: 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: Provided is niacin-peptide which has skin whitening activity. The peptide of the present invention has skin whitening activity by inhibiting melanogenesis, that is, by inhibiting the expression of a gene related to melanogenesis (for example, TRP-1, TRP2, or MIFT). The peptide of the present invention has high stability and skin permeability. Also provided is a cosmetic composition for skin whitening which contains the niacin-peptide.

Abstract: Provided is niacin-peptide which has skin whitening activity. The peptide of the present invention has skin whitening activity by inhibiting melanogenesis, that is, by inhibiting the expression of a gene related to melanogenesis (for example, TRP-1, TRP2, or MIFT). The peptide of the present invention has high stability and skin permeability. Also provided is a cosmetic composition for skin whitening which contains the niacin-peptide.