CFD AUTOMATION METHOD FOR OPTIMAL FLOW ANALYSIS OVER BLADES USING REINFORCEMENT LEARNING, CFD FLOW ANALYSIS METHOD FOR BLADES, AND CFD FLOW ANALYSIS DEVICE FOR BLADES

    公开(公告)号:US20250156610A1

    公开(公告)日:2025-05-15

    申请号:US18942901

    申请日:2024-11-11

    Abstract: Disclosed is a computational fluid dynamics (CFD) flow analysis method for blades includes: generating an analysis automation model that predicts CFD flow analysis results according to input analysis conditions, the generating an analysis automation model comprising inputting a blade shape and flow conditions, determining analysis settings for flow analysis over blades, performing CFD simulation based on the determined analysis setting parameters to conduct flow analysis over blades, evaluating results of the performed flow analysis over blades, and training through reinforcement learning using artificial neural networks to satisfy predetermined evaluation criteria, inputting arbitrary blade shape conditions and flow conditions, and determining analysis setting parameters by applying the analysis automation model to the input blade shape and flow conditions, predicting CFD simulation, and outputting the predicted CFD simulation as flow analysis results.

    METHOD AND DEVICE FOR DETECTING ANOMALY IN LOG DATA

    公开(公告)号:US20250147948A1

    公开(公告)日:2025-05-08

    申请号:US18935330

    申请日:2024-11-01

    Abstract: The following disclosure relates to a method of detecting an anomaly in log data and includes obtaining first log data by collecting log data from a database and processing the log data in a time axis through a log data manager, reconstructing the first log data into second log data through a transformer, calculating an anomaly score of each time point through the transformer based on a difference between the first log data and the second log data, and detecting an anomaly for each time point through an anomaly detector based on the anomaly score.

    METALENS CAPABLE OF PERFORMING MULTIPLE FUNCTIONS AND APPARATUS FOR DESIGNING THE SAME

    公开(公告)号:US20250147212A1

    公开(公告)日:2025-05-08

    申请号:US18935003

    申请日:2024-11-01

    Abstract: According to an embodiment of present disclosure, there is provided a metalens formed with a plurality of meta-atoms on one surface, including: a first co-polarization channel through which left-handed circular polarization (LCP) incident light exits as left-handed circular polarization (LCP) light, a second co-polarization channel through which right-handed circular polarization (RCP) incident light exits as right-handed circular polarization (RCP) light, a first cross-polarization channel through which left-handed circular polarization (LCP) incident light exits as right-handed circular polarization (RCP) light, and a second cross-polarization channel through which right-handed circular polarization (RCP) incident light exits as left-handed circular polarization (LCP) light, wherein first exit light exiting through the first co-polarization channel and the second co-polarization channel, second exit light exiting through the first cross-polarization channel, and third exit light exiting through the second cross-polarization channel are different in optical characteristics.

    METHOD FOR MANUFACTURING THREE-DIMENSIONAL NAND FLASH MEMORY ARRAY

    公开(公告)号:US20250142826A1

    公开(公告)日:2025-05-01

    申请号:US19006889

    申请日:2024-12-31

    Inventor: Hyunsang HWANG

    Abstract: According to one embodiment of the present invention, a method for manufacturing a three-dimensional NAND flash memory array may include a polygate forming step of alternately stacking gates and gate insulating on a substrate to form a polygate; an opening forming step of forming an opening in the polygate; a polysilicon forming step of depositing silicon and an oxide filler into the opening to form a polysilicon; a metal film forming step of injecting metal into the polysilicon to form a metal film along a sidewall of the polysilicon; a crystal phase transition and growth step of irradiating a first microwave to the opening to grow crystalline silicon between the metal film and the polysilicon; and a crystal phase expansion step of irradiating a second microwave to the opening to expand the crystalline silicon toward a bottom surface of the opening.

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