7,049 research outputs found
Highly confined Love waves modes by defect states in a holey SiO2 /quartz phononic crystal
Highly confined Love modes are demonstrated in a phononic crystal based on a
square array of etched holes in SiO 2 deposited on the ST-cut quartz. An
optimal choice of the geometrical parameters contributes to a wide stop-band
for shear waves' modes. The introduction of a defect by removing lines of holes
leads to the nearly flat modes within the band gap and consequently paves the
way to implement advanced designs of electroacoustic filters and
high-performance cavity resonators. The calculations are based on the finite
element method in considering the elastic and piezoelectric properties of the
materials. Interdigital transducers are employed to measure the transmission
spectra. The geometrical parameters enabling the appearance of confined cavity
modes within the band gap and the efficiency of the electric excitation were
investigated
Federated Neural Architecture Search
To preserve user privacy while enabling mobile intelligence, techniques have
been proposed to train deep neural networks on decentralized data. However,
training over decentralized data makes the design of neural architecture quite
difficult as it already was. Such difficulty is further amplified when
designing and deploying different neural architectures for heterogeneous mobile
platforms. In this work, we propose an automatic neural architecture search
into the decentralized training, as a new DNN training paradigm called
Federated Neural Architecture Search, namely federated NAS. To deal with the
primary challenge of limited on-client computational and communication
resources, we present FedNAS, a highly optimized framework for efficient
federated NAS. FedNAS fully exploits the key opportunity of insufficient model
candidate re-training during the architecture search process, and incorporates
three key optimizations: parallel candidates training on partial clients, early
dropping candidates with inferior performance, and dynamic round numbers.
Tested on large-scale datasets and typical CNN architectures, FedNAS achieves
comparable model accuracy as state-of-the-art NAS algorithm that trains models
with centralized data, and also reduces the client cost by up to two orders of
magnitude compared to a straightforward design of federated NAS
On the Capacity Region for Secure Index Coding
We study the index coding problem in the presence of an eavesdropper, where
the aim is to communicate without allowing the eavesdropper to learn any single
message aside from the messages it may already know as side information. We
establish an outer bound on the underlying secure capacity region of the index
coding problem, which includes polymatroidal and security constraints, as well
as the set of additional decoding constraints for legitimate receivers. We then
propose a secure variant of the composite coding scheme, which yields an inner
bound on the secure capacity region of the index coding problem. For the
achievability of secure composite coding, a secret key with vanishingly small
rate may be needed to ensure that each legitimate receiver who wants the same
message as the eavesdropper, knows at least two more messages than the
eavesdropper. For all securely feasible index coding problems with four or
fewer messages, our numerical results establish the secure index coding
capacity region
Low-lying Pentaquark states in the Inherent Nodal Structure Analysis
The strangeness pentaquark states as clusters are
investigated in this letter. Starting from the inherent geometric symmetry, we
analyzed the inherent nodal structure of the system. As the nodeless states,
the low-lying states are picked out. Then the S-wave state and P-wave state may be the
candidates of low-lying pentaquark states. By comparing the accessibility of
the two states and referring the presently obtained K-N interaction potential,
we propose that the quantum numbers of the observed pentaquark state
may be and L=1.Comment: 15 pages, 2 figures, 4 tables. Revised version with detailed
description, expanded discussion and reference for the geometric
configuration to be proposed being adde
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