398 research outputs found
DeepMB: Deep neural network for real-time optoacoustic image reconstruction with adjustable speed of sound
Multispectral optoacoustic tomography (MSOT) is a high-resolution functional
imaging modality that can non-invasively access a broad range of
pathophysiological phenomena by quantifying the contrast of endogenous
chromophores in tissue. Real-time imaging is imperative to translate MSOT into
clinical imaging, visualize dynamic pathophysiological changes associated with
disease progression, and enable in situ diagnoses. Model-based reconstruction
affords state-of-the-art optoacoustic images; however, the image quality
provided by model-based reconstruction remains inaccessible during real-time
imaging because the algorithm is iterative and computationally demanding. Deep
learning affords faster reconstruction, but the lack of ground truth training
data can lead to reduced image quality for in vivo data. We introduce a
framework, termed DeepMB, that achieves accurate optoacoustic image
reconstruction for arbitrary input data in 31 ms per image by expressing
model-based reconstruction with a deep neural network. DeepMB facilitates
accurate generalization to experimental test data through training on signals
synthesized from real-world images and ground truth images generated by
model-based reconstruction. The framework affords in-focus images for a broad
range of anatomical locations because it supports dynamic adjustment of the
reconstruction speed of sound during imaging. Furthermore, DeepMB is compatible
with the data rates and image sizes of modern multispectral optoacoustic
tomography scanners. We evaluate DeepMB on a diverse dataset of in vivo images
and demonstrate that the framework reconstructs images 1000 times faster than
the iterative model-based reference method while affording near-identical image
qualities. Accurate and real-time image reconstructions with DeepMB can enable
full access to the high-resolution and multispectral contrast of handheld
optoacoustic tomography
Категорія двоїни і становлення морфологічної норми української мови
У статті простежено вплив граматичної категорії двоїни на становлення морфологічної норми сучасної української літературної мови.The research presents an analysis of grammatical category of plural number with pair meaning. The main trends of morphological norm in literary Ukrainian have been generalised
Photon cascade emission in Pr³⁺ doped fluorides with CaF₂ structure: Application of a model for its prediction
In this work, we predict and measure the optical behaviour of Pr³⁺ in different binary and ternary fluorides. We use a validated model based on Ligand Field Theory and Density Functional Theory to calculate the multiplet energy levels arising from the ground [Xe]4f² and excited [Xe]4f¹5d¹ electron configurations of Pr³⁺ in its chemical environment. Moreover, the luminescence spectra of the considered materials were recorded. In overall the theoretical determination corroborates to the experimental findings. The phenomenon of the photon cascade emission is particularly stressed, being important for the design of modern phosphors with quantum efficiencies larger than 100
Synchronizing the helicity of Rayleigh-B\'enard convection by a tide-like electromagnetic forcing
We present results on the synchronization of the helicity in a liquid-metal
Rayleigh-B\'enard (RB) experiment under the influence of a tide-like
electromagnetic forcing with azimuthal wavenumber m=2. We show that for a
critical forcing strength the typical Large Scale Circulation (LSC) in the
cylindrical vessel of aspect ratio unity is entrained by the period of the
tide-like forcing, leading to synchronized helicity oscillations with opposite
signs in two half-spaces. The obtained experimental results are consistent with
and supported by numerical simulations. A similar entrainment mechanism for the
helicity in the solar tachocline may be responsible for the astonishing
synchronization of the solar dynamo by the 11.07-year triple synodic alignment
cycle of the tidally dominant planets Venus, Earth and Jupiter
Tetraaqua(nitrato-κ2 O,O′)bis(pyridinium-4-carboxylate-κO)europium(III) dinitrate
The asymmetric unit of the title compound, [Eu(NO3)(C6H5NO2)2(H2O)4](NO3)2, consists of one-half of the C
2 symmetric coordination cation and one nitrate anion. The eight-coordinated EuIII atom is in a distorted dodecahedral coordination environment. The coordination cations and nitrate anions are connected via O—H⋯O and N—H⋯O hydrogen bonds into a three-dimensional network
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