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    Data-Driven Dynamical System Models of Roughness-Induced Secondary Flows in Thermally Stratified Turbulent Boundary Layers 

    Source: Journal of Fluids Engineering:;2023:;volume( 145 ):;issue: 006:;page 61102-1
    Author(s): Hansen, Christoffer; Yang, Xiang I. A.; Abkar, Mahdi
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: The goal of this work is to investigate the feasibility of constructing data-driven dynamical system models of roughness-induced secondary flows in thermally stratified turbulent boundary layers. Considering the case of a ...
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    Large Eddy Simulation of Separated Flows on Unconventionally Coarse Grids1 

    Source: Journal of Fluids Engineering:;2024:;volume( 146 ):;issue: 009:;page 91501-1
    Author(s): Bin, Yuanwei; Park, George I.; Lv, Yu; Yang, Xiang I. A.
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: We examine and benchmark the emerging idea of applying the large eddy simulation (LES) formalism to unconventionally coarse grids where Reynolds-averaged Navier–Stokes (RANS) would be considered more appropriate at first ...
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    An Investigation of LES Wall Modeling for Rayleigh–Bénard Convection via Interpretable and Physics-Aware Feedforward Neural Networks with DNS 

    Source: Journal of the Atmospheric Sciences:;2024:;volume( 081 ):;issue: 002:;page 435
    Author(s): Wang, Aaron; Yang, Xiang I. A.; Ovchinnikov, Mikhail
    Publisher: American Meteorological Society
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    Application of a Distributed Element Roughness Model to Additively Manufactured Internal Cooling Channels 

    Source: Journal of Turbomachinery:;2023:;volume( 145 ):;issue: 010:;page 101004-1
    Author(s): Altland, Samuel; Yang, Xiang I. A.; Thole, Karen A.; Kunz, Robert; McClain, Stephen
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Design for cooling effectiveness in turbine blades relies on accurate models for dynamic losses and heat transfer of internal cooling passages. Metal additive manufacturing (AM) has expanded the design space for these ...
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    An Assessment of Second Moment Closure Modeling for Stratified Wakes Using Direct Numerical Simulations Ensembles 

    Source: Journal of Fluids Engineering:;2023:;volume( 145 ):;issue: 009:;page 91502-1
    Author(s): Jain, Naman; Huang, Xinyi L. D.; Li, Jiaqi J. L.; Yang, Xiang I. A.; Kunz, Robert
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Buoyant wakes encountered in the ocean environment are characterized by high Reynolds (Re) and Froude (Fr) numbers, leading to significant space–time resolution requirements for turbulence resolving CFD models (i.e., direct ...
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    Modeling of Cube Array Roughness: RANS, Large Eddy Simulation, and Direct Numerical Simulation 

    Source: Journal of Fluids Engineering:;2022:;volume( 144 ):;issue: 006:;page 61106-1
    Author(s): Altland, Samuel; Xu, Haosen H. A.; Yang, Xiang I. A.; Kunz, Robert
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: Flow over arrays of cubes is an extensively studied model problem for rough wall turbulent boundary layers. While considerable research has been performed in computationally investigating these topologies using direct ...
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