Multiscale Modeling and Numerical Homogenization plus AI Reasoning
PreviousStatistical Inference and Dynamical Systems Analysis plus AI ReasoningNextSensitivity Analysis and Uncertainty Quantification plus AI Reasoning
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Multiscale modeling addresses the challenge of understanding materials with complex internal structures by bridging microscopic and macroscopic scales. It employs model reduction and hierarchical grids with multiscale basis functions to manage computational complexity. Homogenization derives effective macroscopic properties from microscopic details, applicable to various physical phenomena. Techniques like upscaling and specialized numerical methods enhance simulation accuracy and efficiency. This approach enables the analysis of diverse applications, including porous media flow, acoustic wave propagation, and material deformation, ultimately facilitating the design and optimization of materials with desired properties.