21 research outputs found
Axion dark matter echo: A detailed analysis
It was recently shown that a powerful beam of radio/microwave radiation sent out to space can produce detectable backscattering via the stimulated decay of ambient axion dark matter. This echo is a faint and narrow signal centered at an angular frequency close to half the axion mass. In this article, we provide a detailed analytical and numerical analysis of this signal, considering the effects of the axion velocity distribution as well as the outgoing beam shape. In agreement with the original proposal, we find that the divergence of the outgoing beam does not affect the echo signal, which is only constrained by the axion velocity distribution. Moreover, our findings are relevant for the optimization of the experimental parameters in order to attain maximal signal-to-noise ratio or minimal energy consumption
The Echo Method for Axion Dark Matter Detection
The axion is a dark matter candidate arising from the spontaneous breaking of the Peccei–Quinn symmetry, introduced to solve the strong CP problem. It has been shown that radio/microwave radiation sent out to space is backscattered in the presence of axion dark matter due to stimulated axion decay. This backscattering is a feeble and narrow echo signal centered at an angular frequency very close to one-half of the axion mass. In this article, we summarize all the relevant results found so far, including analytical formulas for the echo signal, as well as sensitivity prospects for possible near-future experiments
Duration of Classicality of Homogeneous Condensates with Attractive Interactions
Dark matter axions and other highly degenerate bosonic fluids are commonly
described by classical field equations. In a recent paper \cite{BECprop} we
calculated the duration of classicality of homogeneous condensates with
attractive contact interactions and of self-gravitating homogeneous condensates
in critical expansion. According to their classical equations of motion, such
condensates persist forever. In their quantum evolution parametric resonance
causes quanta to jump in pairs out of the condensate into all modes with
wavevector less than some critical value. We estimated in each case the time
scale over which the condensate is depleted and after which a classical
description is invalid.Comment: 5 pages, no figures, contributed to the 13th Patras Workshop on
Axions, WIMPs and WISPs, Thessaloniki, May 15 to 19, 201
Anatomy of astrophysical echoes from axion dark matter
If the dark matter in the Universe is made of eV axion-like particles
(ALPs), then a rich phenomenology can emerge in connection to their stimulated
decay into two photons. We discuss the ALP stimulated decay induced by
electromagnetic radiation from Galactic radio sources. Three signatures, made
by two echoes and one collinear emission, are associated with the decay, and
can be simultaneously detected, offering a unique opportunity for a clear ALP
identification. We derive the formalism associated with such signatures
starting from first principles, and providing the relevant equations to be
applied to study the ALP phenomenology. We then focus on the case of Galactic
pulsars as stimulating sources and derive forecasts for future observations,
which will be complementary to helioscopes and haloscopes resultsComment: 32 pages, 11 figures. Version accepted for publication in JCA
Constraining Below-threshold Radio Source Counts With Machine Learning
We propose a machine-learning-based technique to determine the number density
of radio sources as a function of their flux density, for use in
next-generation radio surveys. The method uses a convolutional neural network
trained on simulations of the radio sky to predict the number of sources in
several flux bins. To train the network, we adopt a supervised approach wherein
we simulate training data stemming from a large domain of possible number count
models going down to fluxes a factor of 100 below the threshold for source
detection. We test the model reconstruction capabilities as well as benchmark
the expected uncertainties in the model predictions, observing good performance
for fluxes down to a factor of ten below the threshold. This work demonstrates
that the capabilities of simple deep learning models for radio astronomy can be
useful tools for future surveys.Comment: 15 pages, 10 figure
Duration of classicality of an inhomogeneous quantum field with repulsive contact self-interactions
Quantum fields with large degeneracy are often approximated as classical fields. Here, we show how the quantum and classical evolution of a highly degenerate quantum field with repulsive contact self-interactions differ fromeach other. Initially, the field is taken to be homogeneous except for a small plane-wave perturbation in only one mode. In quantum field theory, modes satisfying both momentum and energy conservation of the quasiparticles, grow exponentially with time. However, in the classical field approximation, the system is stable. We calculate the time scale after which the classical field description becomes invalid