364 research outputs found
The JWST High Redshift Observations and Primordial Non-Gaussianity
Several bright and massive galaxy candidates at high redshifts have been
recently observed by the James Webb Space Telescope. Such early massive
galaxies seem difficult to reconcile with standard Cold Dark Matter
model predictions. We discuss under which circumstances such observed massive
galaxy candidates can be explained by introducing primordial non-Gaussianity in
the initial conditions of the cosmological perturbations.Comment: 10 pages, 4 figure
Primordial black holes from inflation and quantum diffusion
Primordial black holes as dark matter may be generated in single-field models
of inflation thanks to the enhancement at small scales of the comoving
curvature perturbation. This mechanism requires leaving the slow-roll phase to
enter a non-attractor phase during which the inflaton travels across a plateau
and its velocity drops down exponentially. We argue that quantum diffusion has
a significant impact on the primordial black hole mass fraction making the
classical standard prediction not trustable.Comment: 25+12 pages, 12 figures. v3: Appendix added with comments in response
to arXiv:1807.0905
Nonlinear Dynamic System Identification in the Spectral Domain Using Particle-Bernstein Polynomials
System identification (SI) is the discipline of inferring mathematical models from unknown dynamic systems using the input/output observations of such systems with or without prior knowledge of some of the system parameters. Many valid algorithms are available in the literature, including Volterra series expansion, Hammerstein–Wiener models, nonlinear auto-regressive moving average model with exogenous inputs (NARMAX) and its derivatives (NARX, NARMA). Different nonlinear estimators can be used for those algorithms, such as polynomials, neural networks or wavelet networks. This paper uses a different approach, named particle-Bernstein polynomials, as an estimator for SI. Moreover, unlike the mentioned algorithms, this approach does not operate in the time domain but rather in the spectral components of the signals through the use of the discrete Karhunen–Loève transform (DKLT). Some experiments are performed to validate this approach using a publicly available dataset based on ground vibration tests recorded from a real F-16 aircraft. The experiments show better results when compared with some of the traditional algorithms, especially for large, heterogeneous datasets such as the one used. In particular, the absolute error obtained with the prosed method is 63% smaller with respect to NARX and from 42% to 62% smaller with respect to various artificial neural network-based approaches
Testing Multi-Field Inflation with Galaxy Bias
Multi-field models of inflation predict an inequality between the amplitude
tauNL of the collapsed limit of the four-point correlator of the primordial
curvature perturbation and the amplitude fNL of the squeezed limit of its
three-point correlator. While a convincing detection of non-Gaussianity through
the squeezed limit of the three-point correlator would rule out all
single-field models, a robust confirmation or disproval of the inequality
between tauNL and fNL would provide crucial information about the validity of
multi-field models of inflation. In this paper, we discuss to which extent
future measurements of the scale-dependence of galaxy bias can test multi-field
inflationary scenarios. The strong degeneracy between the effect of a
non-vanishing fNL and tauNL on halo bias can be broken by considering multiple
tracer populations of the same surveyed volume. If halos down to 1e13 Msun/h
are resolved in a survey of volume 25(Gpc/h)^3, then testing multi-field models
of inflation at the 3-\sigma level would require, for instance, a detection of
tauNL at the level of tauNL~1e5 given a measurement of a local bispectrum with
amplitude fNL~10. However, we find that disproving multi-field models of
inflation with measurements of the non-Gaussian bias only will be very
challenging, unless |fNL| > 80 and one can achieve a halo mass resolution of
1e10 Msun/h.Comment: 8 pages, 4 figure
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