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    Rotordynamic Characteristics Prediction for Hole-Pattern Seals Using Computational Fluid Dynamics 

    Source: Journal of Engineering for Gas Turbines and Power:;2020:;volume( 142 ):;issue: 002
    Author(s): Thorat, Manish R.; Hardin, James R.
    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 ...
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    Topology-Agnostic Graph U-Nets for Scalar Field Prediction on Unstructured Meshes 

    Source: Journal of Mechanical Design:;2024:;volume( 147 ):;issue: 004:;page 41701-1
    Author(s): Ferguson, Kevin; Chen, Yu-hsuan; Chen, Yiming; Gillman, Andrew; Hardin, James; Burak Kara, Levent
    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 ...
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    Detection of Forced Climate Signals. Part 1: Filter Theory 

    Source: Journal of Climate:;1995:;volume( 008 ):;issue: 003:;page 401
    Author(s): North, Gerald R.; Kim, Kwang-Y.; Shen, Samuel S. P.; Hardin, James W.
    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 ...
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    Scalar Field Prediction on Meshes Using Interpolated Multiresolution Convolutional Neural Networks 

    Source: Journal of Applied Mechanics:;2024:;volume( 091 ):;issue: 010:;page 101002-1
    Author(s): Ferguson, Kevin; Gillman, Andrew; Hardin, James; Kara, Levent Burak
    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, ...
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