2,092 research outputs found
A Call From the Panopticon to the Judicial Chamber “Expect Privacy!â€
Privacy is necessary in order for one to develop physically, mentally and affectively. Autonomy and self definitionhave been recognized by the United States Supreme Court as being values of privacy. In our technologicallyadvanced, and fear driven society, however, our right to privacy has been severely eroded. Due to encroachmentby government and business we have a diminished expectation of privacy. This article examines the detriments toself and society which result from a reduced sphere of privacy, as well as offering a modest suggestion for amethod to reintroduce an improved conception of privacy into citizens’ lives
FO-PINNs: A First-Order formulation for Physics Informed Neural Networks
We present FO-PINNs, physics-informed neural networks that are trained using
the first-order formulation of the Partial Differential Equation (PDE) losses.
We show that FO-PINNs offer significantly higher accuracy in solving
parameterized systems compared to traditional PINNs, and reduce
time-per-iteration by removing the extra backpropagations needed to compute the
second or higher-order derivatives. Additionally, unlike standard PINNs,
FO-PINNs can be used with exact imposition of boundary conditions using
approximate distance functions, and can be trained using Automatic Mixed
Precision (AMP) to further speed up the training. Through two Helmholtz and
Navier-Stokes examples, we demonstrate the advantages of FO-PINNs over
traditional PINNs in terms of accuracy and training speedup.Comment: 6 pages, 3 figures, Selected for ML4PS workshop at NeurIPS 202
Chandra Observation of an X-ray Flare at Saturn: Evidence for Direct Solar Control on Saturn's Disk X-ray Emissions
Saturn was observed by Chandra ACIS-S on 20 and 26-27 January 2004 for one
full Saturn rotation (10.7 hr) at each epoch. We report here the first
observation of an X-ray flare from Saturn's non-auroral (low-latitude) disk,
which is seen in direct response to an M6-class flare emanating from a sunspot
that was clearly visible from both Saturn and Earth. Saturn's disk X-ray
emissions are found to be variable on time scales of hours to weeks to months,
and correlated with solar F10.7 cm flux. Unlike Jupiter, X-rays from Saturn's
polar (auroral) region have characteristics similar to those from its disk.
This report, combined with earlier studies, establishes that disk X-ray
emissions of the giant planets Saturn and Jupiter are directly regulated by
processes happening on the Sun. We suggest that these emissions could be
monitored to study X-ray flaring from solar active regions when they are on the
far side and not visible to Near-Earth space weather satellites.Comment: Total 12 pages including 4 figure
Vortex Imaging in the pi-Band of Magnesium Diboride
We report scanning tunneling spectroscopy imaging of the vortex lattice in
single crystalline MgB2. By tunneling parallel to the c-axis, a single
superconducting gap (Delta = 2.2 meV) associated with the pi-band is observed.
The vortices in the pi-band have a large core size compared to estimates based
on Hc2, and show an absence of localized states in the core. Furthermore,
superconductivity between the vortices is rapidly suppressed by an applied
field. These results suggest that superconductivity in the pi-band is, at least
partially, induced by the intrinsically superconducting sigma-band.Comment: 4 pages, 3 figure
Clonal expansion within pneumococcal serotype 6C after use of seven-valent vaccine
Streptococcus pneumoniae causes invasive infections, primarily at the extremes of life. A seven-valent conjugate vaccine (PCV7) is used to protect against invasive pneumococcal disease in children. Within three years of PCV7 introduction, we observed a fourfold increase in serotype 6C carriage, predominantly due to a single clone. We determined the whole-genome sequences of nineteen S. pneumoniae serotype 6C isolates, from both carriage (n = 15) and disease (n = 4) states, to investigate the emergence of serotype 6C in our population, focusing on a single multi-locus sequence type (MLST) clonal complex 395 (CC395). A phylogenetic network was constructed to identify different lineages, followed by analysis of variability in gene sets and sequences. Serotype 6C isolates from this single geographical site fell into four broad phylogenetically distinct lineages. Variation was seen in the 6C capsular locus and in sequences of genes encoding surface proteins. The largest clonal complex was characterised by the presence of lantibiotic synthesis locus. In our population, the 6C capsular locus has been introduced into multiple lineages by independent capsular switching events. However, rapid clonal expansion has occurred within a single MLST clonal complex. Worryingly, plasticity exists within current and potential vaccine-associated loci, a consideration for future vaccine use, target selection and design
The Discovery of Argon in Comet C/1995 O1 (Hale-Bopp)
On 30.14 March 1997 we observed the EUV spectrum of the bright comet C/1995
O1 (Hale-Bopp) at the time of its perihelion, using our EUVS sounding rocket
telescope/spectrometer. The spectra reveal the presence H Ly beta, O+, and,
most notably, Argon. Modelling of the retrieved Ar production rates indicates
that comet Hale-Bopp is enriched in Ar relative to cosmogonic expectations.
This in turn indicates that Hale-Bopp's deep interior has never been exposed to
the 35-40 K temperatures necessary to deplete the comet's primordial argon
supply.Comment: 9 pages, 2 figures. ApJ, 545, in press (2000
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