38,348 research outputs found
Characterizing AGB stars in Wide-field Infrared Survey Explorer (WISE) bands
Since asymptotic giant branch (AGB) stars are bright and extended infrared
objects, most Galactic AGB stars saturate the Wide-field Infrared Survey
Explorer (WISE) detectors and therefore the WISE magnitudes that are restored
by applying point-spread-function fitting need to be verified. Statistical
properties of circumstellar envelopes around AGB stars are discussed on the
basis of a WISE AGB catalog verified in this way. We cross-matched an AGB star
sample with the WISE All-Sky Source Catalog and the Two Mircon All Sky Survey
catalog. Infrared Space Observatory (ISO) spectra of a subsample of WISE AGB
stars were also exploited. The dust radiation transfer code DUSTY was used to
help predict the magnitudes in the W1 and W2 bands, the two WISE bands most
affected by saturation, for calibration purpose, and to provide physical
parameters of the AGB sample stars for analysis. DUSTY is verified against the
ISO spectra to be a good tool to reproduce the spectral energy distributions of
these AGB stars. Systematic magnitude-dependent offsets have been identified in
WISE W1 and W2 magnitudes of the saturated AGB stars, and empirical calibration
formulas are obtained for them on the basis of 1877 (W1) and 1558 (W2) AGB
stars that are successfully fit with DUSTY. According to the calibration
formulae, the corrections for W1 at 5 mag and W2 at 4 mag are and
0.217 mag, respectively. In total, we calibrated the W1/W2 magnitudes of
2390/2021 AGB stars. The model parameters from the DUSTY and the calibrated
WISE W1 and W2 magnitudes are used to discuss the behavior of the WISE
color-color diagrams of AGB stars. The model parameters also reveal that O-rich
AGB stars with opaque circumstellar envelopes are much rarer than opaque C-rich
AGB stars toward the anti-Galactic center direction, which we attribute to the
metallicity gradient of our Galaxy.Comment: 9 pages in two column format, 7 figures, accepted for publication in
A&
Microstructure and mechanical properties of large size as-cast Ti-43Al-9V-0.2Y (at.%) alloy ingot from brim to centre
A Ti-43Al-9V-0.2Y (at.%) alloy ingot with the size of Ф160×400mm was prepared by vacuum arc remelting (VAR). The microstructure of the as-cast Ti-43Al-9V-0.2Y alloy was composed of B2/α₂/γ lamellar colonies and massive B2 and γ phases which were distributed along the boundaries of these lamellar colonies in the form of equiaxed grains. Based on the grain size variation along the radius direction of the ingot, the ingot could be divided into four ring regions from brim to centre. It has been understood that the grain size variation between these four regions was due to the interplay of the effects of the cooling rate and the yttrium content on solidified microstructures in these regions. Mechanical testing of the samples cut from these four regions showed that there existed a clear correlation between the yield strength and the average grain sizes of the four ring regions, which approximately conformed to a Hall-Petch relationship
Inside-out growth or inside-out quenching? clues from colour gradients of local galaxies
We constrain the spatial gradient of star formation history within galaxies
using the colour gradients in NUV-u and u-i for a local spatially-resolved
galaxy sample. By splitting each galaxy into an inner and an outer part, we
find that most galaxies show negative gradients in these two colours. We first
rule out dust extinction gradient and metallicity gradient as the dominant
source for the colour gradient. Then using stellar population models, we
explore variations in star formation history to explain the colour gradients.
As shown by our earlier work, a two-phase SFH consisting of an early secular
evolution (growth) phase and a subsequent rapid evolution (quenching) phase is
necessary to explain the observed colour distributions among galaxies. We
explore two different inside-out growth models and two different inside-out
quenching models by varying parameters of the SFH between inner and outer
regions of galaxies. Two of the models can explain the observed range of colour
gradients in NUV-u and u-i colours. We further distinguish them using an
additional constraint provided by the u-i colour gradient distribution, under
the assumption of constant galaxy formation rate and a common SFH followed by
most galaxies. We find the best model is an inside-out growth model in which
the inner region has a shorter e-folding time scale in the growth phase than
the outer region. More spatially resolved ultraviolet (UV) observations are
needed to improve the significance of the result.Comment: 11 pages, 7 figures, accepted for publication in MNRA
Audio Set classification with attention model: A probabilistic perspective
This paper investigates the classification of the Audio Set dataset. Audio
Set is a large scale weakly labelled dataset of sound clips. Previous work used
multiple instance learning (MIL) to classify weakly labelled data. In MIL, a
bag consists of several instances, and a bag is labelled positive if at least
one instances in the audio clip is positive. A bag is labelled negative if all
the instances in the bag are negative. We propose an attention model to tackle
the MIL problem and explain this attention model from a novel probabilistic
perspective. We define a probability space on each bag, where each instance in
the bag has a trainable probability measure for each class. Then the
classification of a bag is the expectation of the classification output of the
instances in the bag with respect to the learned probability measure.
Experimental results show that our proposed attention model modeled by fully
connected deep neural network obtains mAP of 0.327 on Audio Set dataset,
outperforming the Google's baseline of 0.314 and recurrent neural network of
0.325.Comment: Accepted by ICASSP 201
Thermal entanglement between non-nearest-neighbor spins on fractal lattices
We investigate thermal entanglement between two non-nearest-neighbor sites in
ferromagnetic Heisenberg chain and on fractal lattices by means of the
decimation renormalization-group (RG) method. It is found that the entanglement
decreases with increasing temperature and it disappears beyond a critical value
T_{c}. Thermal entanglement at a certain temperature first increases with the
increase of the anisotropy parameter {\Delta} and then decreases sharply to
zero when {\Delta} is close to the isotropic point. We also show how the
entanglement evolves as the size of the system L becomes large via the RG
method. As L increases, for the spin chain and Koch curve the entanglement
between two terminal spins is fragile and vanishes when L\geq17, but for two
kinds of diamond-type hierarchical (DH) lattices the entanglement is rather
robust and can exist even when L becomes very large. Our result indicates that
the special fractal structure can affect the change of entanglement with system
size.Comment: 10 pages, 6 figure
- …
