10,824 research outputs found
Direct observation of ultrafast thermal and non-thermal lattice deformation of polycrystalline Aluminum film
The dynamics of thermal and non-thermal lattice deformation of nanometer
thick polycrystalline aluminum film has been studied by means of femtosecond
(fs) time-resolved electron diffraction. We utilized two different pump
wavelengths: 800 nm, the fundamental of Ti: sapphire laser and 1250 nm
generated by a home-made optical parametric amplifier(OPA). Our data show that,
although coherent phonons were generated under both conditions, the diffraction
intensity decayed with the characteristic time of 0.9+/-0.3 ps and 1.7+/-0.3 ps
under 800 nm and 1250 nm excitation, respectively. Because the 800 nm laser
excitation corresponds to the strong interband transition of aluminum due to
the 1.55 eV parallel band structure, our experimental data indicate the
presence of non-thermal lattice deformation under 800 nm excitation, which
occurs on a time-scale that is shorter than the thermal processes dominated by
electron-phonon coupling under 1250 nm excitation
Interacting Attention-gated Recurrent Networks for Recommendation
Capturing the temporal dynamics of user preferences over items is important
for recommendation. Existing methods mainly assume that all time steps in
user-item interaction history are equally relevant to recommendation, which
however does not apply in real-world scenarios where user-item interactions can
often happen accidentally. More importantly, they learn user and item dynamics
separately, thus failing to capture their joint effects on user-item
interactions. To better model user and item dynamics, we present the
Interacting Attention-gated Recurrent Network (IARN) which adopts the attention
model to measure the relevance of each time step. In particular, we propose a
novel attention scheme to learn the attention scores of user and item history
in an interacting way, thus to account for the dependencies between user and
item dynamics in shaping user-item interactions. By doing so, IARN can
selectively memorize different time steps of a user's history when predicting
her preferences over different items. Our model can therefore provide
meaningful interpretations for recommendation results, which could be further
enhanced by auxiliary features. Extensive validation on real-world datasets
shows that IARN consistently outperforms state-of-the-art methods.Comment: Accepted by ACM International Conference on Information and Knowledge
Management (CIKM), 201
Experimental test of contextuality in quantum and classical systems
Contextuality is considered as an intrinsic signature of non-classicality,
and a crucial resource for achieving unique advantages of quantum information
processing. However, recently there have been debates on whether classical
fields may also demonstrate contextuality. Here we experimentally configure a
contextuality test for optical fields, adopting various definitions of
measurement events, and analyse how the definitions affect the emergence of
non-classical correlations. The heralded single photon state, a typical
non-classical light field, manifests contextuality in our setup, while
contextuality for classical coherent fields strongly depends on the specific
definition of measurement events which is equivalent to filtering the
non-classical component of the input state. Our results highlight the
importance of definition of measurement events to demonstrate contextuality,
and link the contextual correlations to non-classicality defined by
quasi-probabilities in phase space.Comment: 17 pages, 7 figure
Controlling soliton interactions in Bose-Einstein condensates by synchronizing the Feshbach resonance and harmonic trap
We present how to control interactions between solitons, either bright or
dark, in Bose-Einstein condensates by synchronizing Feshbach resonance and
harmonic trap. Our results show that as long as the scattering length is to be
modulated in time via a changing magnetic field near the Feshbach resonance,
and the harmonic trapping frequencies are also modulated in time, exact
solutions of the one-dimensional nonlinear Schr\"{o}dinger equation can be
found in a general closed form, and interactions between two solitons are
modulated in detail in currently experimental conditions. We also propose
experimental protocols to observe the phenomena such as fusion, fission, warp,
oscillation, elastic collision in future experiments.Comment: 7 pages, 7 figure
Atomic entanglement sudden death in a strongly driven cavity QED system
We study the entanglement dynamics of strongly driven atoms off-resonantly
coupled with cavity fields. We consider conditions characterized not only by
the atom-field coupling but also by the atom-field detuning. By studying two
different models within the framework of cavity QED, we show that the so-called
atomic entanglement sudden death (ESD) always occurs if the atom-field coupling
lager than the atom-field detuning, and is independent of the type of initial
atomic state
Nonlinear Refraction Traveltime Tomography
We identify a few unique issues that are important for performing a nonlinear refraction
traveltime tomography effectively. These include accuracy of traveltime and raypath
calculation for a turning ray and physical information in a refraction traveltime
curve. Consequently, we develop a shortest path raytracing method with an optimized
node distribution that can accurately calculate refraction traveltimes and raypaths in
any velocity model. We find that minimizing misfit of refraction traveltimes with the
least-squares criterion does not account for the whole physical meaning of a refraction
traveltime curve. We therefore pose a different nonlinear inverse problem that explicitly
minimizes misfits of both traveltimes (integrated slownesses) and traveltime gradients
(apparent slownesses). As a result, we enhance the resolution of the tomographic inversion as well as the convergence speed. We regularize our inverse problem with the
Tikhonov method as opposed to applying ad hoc smoothing to keep the inversion stable.
The use of the Tikhonov regularization avoids solving an ill-posed problem and allows
us to invert an infinite number of unknowns. We apply this tomographic technique to
image the shallow velocity structure at a coastal site near Boston, Massachusetts. The
results are consistent with a local boring survey.United States. Air Force Office of Scientific Research (Contract F19628-93-K-0027)Massachusetts Institute of Technology. Earth Resources Laboratory. Reservoir Delineation
ConsortiumUnited States. Environmental Protection Agency (Fellowship
Emergent phases in a compass chain with multisite interactions
We study a dimerised spin chain with biaxial magnetic interacting ions in the
presence of an externally induced three-site interactions out of equilibrium.
In the general case, the three-site interactions play a role in renormalizing
the effective uniform magnetic field. We find that the existence of zero-energy
Majorana modes is intricately related to the sign of Pfaffian of the
Bogoliubov-de Gennes Hamiltonian and the relevant topological invariant.
In contrast, we show that an exotic spin liquid phase can emerge in the compass
limit through a Berezinskii-Kosterlitz-Thouless (BKT) quantum phase transition.
Such a BKT transition is characterized by a large dynamic exponent , and
the spin-liquid phase is robust under a uniform magnetic field. We find the
relative entropy and the quantum discord can signal the BKT transitions. We
also uncover a few differences in deriving the correlation functions for the
systems with broken reflection symmetry.Comment: 12 pages, 10 figure
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