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ABSTRACT Personal autonomous vehicles can sense their surrounding environment, plan their route, and drive with little or no involvement of human drivers. Despite the latest technological advancements and the hopeful announcements made by leading entrepreneurs, to date no personal vehicle is approved for road circulation in a “fully” or “semi ...
Xingshuai Dong +13 more
wiley +1 more source
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Investigations of data-driven closure for subgrid-scale stress in large-eddy simulation
The Physics of Fluids, 2018Data-driven machine learning algorithms, random forests and artificial neural network (ANN), are used to establish the subgrid-scale (SGS) model for large-eddy simulation. A total of 30 flow variables are examined as the potential input features.
Zhuo Wang +4 more
semanticscholar +1 more source
Large-eddy simulation of flow over an axisymmetric body of revolution
Journal of Fluid Mechanics, 2018Wall-resolved large-eddy simulation (LES) is used to simulate flow over an axisymmetric body of revolution at a Reynolds number, $Re=1.1\times 10^{6}$ , based on the free-stream velocity and the length of the body.
Praveen Kumar, K. Mahesh
semanticscholar +1 more source
Wall-Modeled Large-Eddy Simulation of Transonic Airfoil Buffet at High Reynolds Number
AIAA Journal, 2016In this study, wall-modeled large-eddy simulation of transonic buffet phenomena over the OAT15A supercritical airfoil at two different Mach number conditions (nonbuffet M∞=0.715 and buffet M∞=0.73 conditions) at high Reynolds number Rec=3.0×106 is ...
Yuma Fukushima, S. Kawai
semanticscholar +1 more source
Large-Eddy Simulation of the Atmospheric Boundary Layer
Boundary-layer Meteorology, 2020R. Stoll +4 more
semanticscholar +1 more source
Large eddy simulation of propeller wake instabilities
Journal of Fluid Mechanics, 2017Praveen Kumar, K. Mahesh
semanticscholar +1 more source
Predictive large-eddy-simulation wall modeling via physics-informed neural networks
Physical Review Fluids, 2019Xiang I. A. Yang +3 more
semanticscholar +1 more source

