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.

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