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Rotordynamic Characteristics Prediction for Hole-Pattern Seals Using Computational Fluid Dynamics
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The experimental setup for a hole-pattern seal is modeled using computational fluid dynamics (CFD) and results compared with measured test data and bulk flow model (ISOTSEAL) predictions. The inlet swirl boundary condition ...
Topology-Agnostic Graph U-Nets for Scalar Field Prediction on Unstructured Meshes
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Machine-learned surrogate models to accelerate lengthy computer simulations are becoming increasingly important as engineers look to streamline the product design cycle. In many cases, these approaches offer the ability ...
Detection of Forced Climate Signals. Part 1: Filter Theory
Publisher: American Meteorological Society
Abstract: This paper considers the construction of a linear smoothing filter for estimation of the forced part of a change in a climatological field such as the surface temperature. The filter is optimal in the sense that it suppresses ...
Scalar Field Prediction on Meshes Using Interpolated Multiresolution Convolutional Neural Networks
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Scalar fields, such as stress or temperature fields, are often calculated in shape optimization and design problems in engineering. For complex problems where shapes have varying topology and cannot be parametrized, ...