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Data‐driven performance metrics for neural network learning
Summary Effectiveness of data‐driven neural learning in terms of both local mimima trapping and convergence rate is addressed. Such issues are investigated in a case study involving the training of one‐hidden‐layer feedforward neural networks with the extended Kalman filter, which reduces the search for the optimal network parameters to a state ...
Angelo Alessandri+2 more
wiley +1 more source
Large eddy simulation of aircraft at affordable cost: a milestone in computational fluid dynamics
Graphical Abstract Abstract While there have been numerous applications of large eddy simulations (LES) to complex flows, their application to practical engineering configurations, such as full aircraft models, have been limited to date.
K. Goc+4 more
semanticscholar +1 more source
Fluid dynamics simulations show that facial masks can suppress the spread of COVID-19 in indoor environments. [PDF]
The Coronavirus disease outbreak of 2019 has been causing significant loss of life and unprecedented economical loss throughout the world. Social distancing and face masks are widely recommended around the globe in order to protect others and prevent the
A. Khosronejad+6 more
semanticscholar +1 more source
Kelvin-Helmholtz instability is the result of parity-time symmetry breaking
Parity-Time (PT)-symmetry is being actively investigated as a fundamental property of observables in quantum physics. We show that the governing equations of the classical two-fluid interaction and the incompressible fluid system are PT-symmetric, and ...
Glasser, Alexander S.+3 more
core +1 more source
Can a toilet promote virus transmission? From a fluid dynamics perspective
Currently, a novel coronavirus named “SARS-CoV-2” is spreading rapidly across the world, causing a public health crisis, economic losses, and panic. Fecal–oral transmission is a common transmission route for many viruses, including SARS-CoV-2.
Yun-yun Li, Ji-Xiang Wang, Xi Chen
semanticscholar +1 more source
Comparative Analysis of Right Ventricle Fluid Dynamics
The right and left sides of the human heart operate with a common timing and pump the same amount of blood. Therefore, the right ventricle (RV) presents a function that is comparable to the left ventricle (LV) in terms of flow generation; nevertheless ...
D. Collia+3 more
semanticscholar +1 more source
A path of discovery in geo physical fluid dynamics [PDF]
Raymond Hide looks back over his career and the development of the annulus approach, from his early experiments in a Cambridge lab to the very latest ideas in geophysical, meteorological and planetary fluid theory.
openaire +2 more sources
"Bernoulli" levitation is the basis of many popular counter-intuitive physics demonstrations. However, few of these lend themselves to a quantitative description without recourse to computational fluid dynamics.
Bendall, Sarah+2 more
core +1 more source
Suppression of elliptic flow in a minimally viscous quark-gluon plasma
We compute the time evolution of elliptic flow in non-central relativistic heavy-ion collisions, using a (2+1)-dimensional code with longitudinal boost-invariance to simulate viscous fluid dynamics in the causal Israel-Stewart formulation.
Baier+35 more
core +1 more source
Editorial: Recent Trends in Computational Fluid Dynamics
Computational fluid dynamics (CFD) [1] can be described as the set of techniques that assist the computer to provide the numerical simulation of the fluid flows.
M. M. Bhatti+3 more
semanticscholar +1 more source