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Data-Driven Dynamical System Models of Roughness-Induced Secondary Flows in Thermally Stratified Turbulent Boundary Layers
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 ...
Large Eddy Simulation of Separated Flows on Unconventionally Coarse Grids1
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 ...
An Investigation of LES Wall Modeling for Rayleigh–Bénard Convection via Interpretable and Physics-Aware Feedforward Neural Networks with DNS
Publisher: American Meteorological Society
Application of a Distributed Element Roughness Model to Additively Manufactured Internal Cooling Channels
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 ...
An Assessment of Second Moment Closure Modeling for Stratified Wakes Using Direct Numerical Simulations Ensembles
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 ...
Modeling of Cube Array Roughness: RANS, Large Eddy Simulation, and Direct Numerical Simulation
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 ...