3,793 research outputs found
The Sun's Journey Through the Local Interstellar Medium: The PaleoLISM and Paleoheliosphere
Over the recent past, the galactic environment of the Sun has differed
substantially from today. Sometime within the past ~130,000 years, and possibly
as recent as ~56,000 years ago, the Sun entered the tenuous tepid partially
ionized interstellar material now flowing past the Sun. Prior to that, the Sun
was in the low density interior of the Local Bubble. As the Sun entered the
local ISM flow, we passed briefly through an interface region of some type. The
low column densities of the cloud now surrounding the solar system indicate
that heliosphere boundary conditions will vary from opacity considerations
alone as the Sun moves through the cloud. These variations in the interstellar
material surrounding the Sun affected the paleoheliosphere.Comment: To be published in Astrophysics and Space Sciences Transactions
(ASTRA), for the proceedings of the workshop "Future Perspectives in
Heliospheric Research: Unsolved Problems, New Missions - New Sciences" Bad
Honnef, Germany, April 6-8, 2005, held in honor of Prof. Hans Fahr's 65th
birthda
Right for the Right Reasons: Training Differentiable Models by Constraining their Explanations
Neural networks are among the most accurate supervised learning methods in
use today, but their opacity makes them difficult to trust in critical
applications, especially when conditions in training differ from those in test.
Recent work on explanations for black-box models has produced tools (e.g. LIME)
to show the implicit rules behind predictions, which can help us identify when
models are right for the wrong reasons. However, these methods do not scale to
explaining entire datasets and cannot correct the problems they reveal. We
introduce a method for efficiently explaining and regularizing differentiable
models by examining and selectively penalizing their input gradients, which
provide a normal to the decision boundary. We apply these penalties both based
on expert annotation and in an unsupervised fashion that encourages diverse
models with qualitatively different decision boundaries for the same
classification problem. On multiple datasets, we show our approach generates
faithful explanations and models that generalize much better when conditions
differ between training and test
Turbulent mixing layers in the interstellar medium of galaxies
We propose that turbulent mixing layers are common in the interstellar medium (ISM). Injection of kinetic energy into the ISM by supernovae and stellar winds, in combination with density and temperature inhomogeneities, results in shear flows. Such flows will become turbulent due to the high Reynolds number (low viscosity) of the ISM plasma. These turbulent boundary layers will be particularly interesting where the shear flow occurs at boundaries of hot (approximately 10(exp 6) K) and cold or warm (10(exp 2) - 10(exp 4) K) gas. Mixing will occur in such layers producing intermediate-temperature gas at T is approximately equal to 10(exp 5.0) - 10(exp 5.5) that radiates strongly in the optical, ultraviolet, and EUV. We have modeled these layers under the assumptions of rapid mixing down to the atomic level and steady flow. By including the effects of non-equilibrium ionization and self-photoionization of the gas as it cools after mixing, we predict the intensities of numerous optical, infrared, and ultraviolet emission lines, as well as absorption column densities of C 4, N 5, Si 4, and O 6
Lineshape distortion in a nonlinear auto-oscillator near generation threshold: Application to spin-torque nano-oscillators
The lineshape in an auto-oscillator with a large nonlinear frequency shift in
the presence of thermal noise is calculated. Near the generation threshold,
this lineshape becomes strongly non-Lorentzian, broadened, and asymmetric. A
Lorentzian lineshape is recovered far below and far above threshold, which
suggests that lineshape distortions provide a signature of the generation
threshold. The theory developed adequately describes the observed behavior of a
strongly nonlinear spin-torque nano-oscillator.Comment: 4 pages, 3 figure
Boundary Conditions of the Heliosphere
Radiative transfer equilibrium models of nearby interstellar matter (ISM)
yield the boundary conditions of the heliosphere when constrained with
observations of ISM inside and outside of the heliosphere. Filtration factors
for interstellar neutrals crossing the heliosheath region, from charge exchange
with interstellar plasma, are given for H, He, N, O, Ar, and Ne. The best
models predict n(HI)~0.2 /cc, n(e)~0.1 /cc, however if the isotropic 2 kHz
emission observed by Voyager (Kurth & Gurnett 2003) is formed in the
surrounding ISM, an alternate model with lower electron densities is indicated.
Observations of nearby ISM, the radiative transfer models, and historical 10Be
records provide information on past variations in the galactic environment of
the Sun
Possible Detection of OVI from the LMC Superbubble N70
We present FUSE observations toward four stars in the LMC superbubble N70 and
compare these spectra to those of four comparison targets located in nearby
field and diffuse regions. The N70 sight lines show OVI 1032 absorption that is
consistently stronger than the comparison sight lines by ~60%. We attribute the
excess column density (logN_OVI=14.03 cm^-2) to hot gas within N70, potentially
the first detection of OVI associated with a superbubble. In a survey of 12 LMC
sight lines, Howk et al. (2002a) concluded that there was no correlation
between ISM morphology and N_OVI. We present a reanalysis of their measurements
combined with our own and find a clear difference between the superbubble and
field samples. The five superbubbles probed to date with FUSE show a
consistently higher mean N_OVI than the 12 non-superbubble sight lines, though
both samples show equivalent scatter from halo variability. Possible ionization
mechanisms for N70 are discussed, and we conclude that the observed OVI could
be the product of thermal conduction at the interface between the hot, X-ray
emitting gas inside the superbubble and the cooler, photoionized material
making up the shell seen prominently in Halpha. We calculate the total hydrogen
density n_H implied by our OVI measurements and find a value consistent with
expectations. Finally, we discuss emission-line observations of OVI from N70.Comment: 9 pages in emulateapj style. Accepted to Ap
- …