98 research outputs found
Properties of optical ducts, their chromatism and its effects on astronomical refraction
The fundamental quadrature governing light rays in a spherically symmetrical
medium is first recalled. A rigorous discussion of some qualitative properties
of its solutions follows, using the Young-Kattawar diagram which leads to a
geometric formulation of the ray curvature. The case of an optical duct is
deepened, analyzing transfer curves for different positions of the observer
with respect to the duct. New analytical expressions for their wavelength
dependence are derived, and their numerical consequences are coherent with
computer simulations.Comment: in Frenc
La photométrie des éclipses de Lune, vue par František Link  : commentaire historique
International audienc
Pharmacist orientation to rural and remote practice: how are we doing?
Methods: Information was gathered from the four students using narrative techniques, with their journals describing both personal and professional experiences. Content Analysis was then applied to the data, using the Social Representation Theory. Students were also required to generate an orientation brochure, appropriate for a pharmacist commencing employment in a rural and remote location
Short review on the refractive index of air as a function of temperature, pressure, humidity and ionization
The empirical law of Gladstone-Dale is insufficient for high-precision
studies using the refractivity of a gas: this is not exactly proportional to
its density, and the gas may not be properly described as perfect. An optical
Mariotte temperature allows making a comparative analysis of the results given
by various authors. The effect of hygrometry on the refractivity at visible
wavelengths is historically traced and its small effect on the astronomical
refraction angle numerically shown. Finally at infrared and radio wavelengths,
the effects of the humidity in the lower atmosphere can be strong; as for the
ionosphere, its curvature plays an essential role for the astronomical
refraction angle unlike in the visible.Comment: in Frenc
Assessment of Neural Network Augmented Reynolds Averaged Navier Stokes Turbulence Model in Extrapolation Modes
A machine-learned (ML) model is developed to enhance the accuracy of
turbulence transport equations of Reynolds Averaged Navier Stokes (RANS) solver
and applied for periodic hill test case, which involves complex flow regimes,
such as attached boundary layer, shear-layer, and separation and reattachment.
The accuracy of the model is investigated in extrapolation modes, i.e., the
test case has much larger separation bubble and higher turbulence than the
training cases. A parametric study is also performed to understand the effect
of network hyperparameters on training and model accuracy and to quantify the
uncertainty in model accuracy due to the non-deterministic nature of the neural
network training. The study revealed that, for any network, less than optimal
mini-batch size results in overfitting, and larger than optimal batch size
reduces accuracy. Data clustering is found to be an efficient approach to
prevent the machine-learned model from over-training on more prevalent flow
regimes, and results in a model with similar accuracy using almost one-third of
the training dataset. Feature importance analysis reveals that turbulence
production is correlated with shear strain in the free-shear region, with shear
strain and wall-distance and local velocity-based Reynolds number in the
boundary layer regime, and with streamwise velocity gradient in the
accelerating flow regime. The flow direction is found to be key in identifying
flow separation and reattachment regime. Machine-learned models perform poorly
in extrapolation mode, wherein the prediction shows less than 10% correlation
with Direct Numerical Simulation (DNS). A priori tests reveal that model
predictability improves significantly as the hill dataset is partially added
during training in a partial extrapolation model, e.g., with the addition of
only 5% of the hill data increases correlation with DNS to 80%.Comment: 50 pages, 18 figure
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