118 research outputs found
An Analysis of Thickness-shear Vibrations of an Annular Plate with the Mindlin Plate Equations
The Mindlin plate equations with the consideration of thickness-shear
deformation as an independent variable have been used for the analysis of
vibrations of quartz crystal resonators of both rectangular and circular types.
The Mindlin or Lee plate theories that treat thickness-shear deformation as an
independent higher-order vibration mode in a coupled system of two-dimensional
variables are the choice of theory for analysis. For circular plates, we
derived the Mindlin plate equations in a systematic manner as demonstrated by
Mindlin and others and obtained the truncated two-dimensional equations of
closely coupled modes in polar coordinates. We simplified the equations for
vibration modes in the vicinity of fundamental thickness-shear frequency and
validated the equations and method. To explore newer structures of quartz
crystal resonators, we utilized the Mindlin plate equations for the analysis of
annular plates with fixed inner and free outer edges for frequency spectra. The
detailed analysis of vibrations of circular plates for the normalized frequency
versus dimensional parameters provide references for optimal selection of
parameters based on the principle of strong thickness-shear mode and minimal
presence of other modes to enhance energy trapping through maintaining the
strong and pure thickness-shear vibrations insensitive to some complication
factors such as thermal and initial stresses.Comment: Paper to be presented to the 2015 IEEE International Frequency
Control Symposium and European Frequency and Time Forum, Denver, CO, USA.
April 12-16, 201
Sharing, Teaching and Aligning: Knowledgeable Transfer Learning for Cross-Lingual Machine Reading Comprehension
In cross-lingual language understanding, machine translation is often
utilized to enhance the transferability of models across languages, either by
translating the training data from the source language to the target, or from
the target to the source to aid inference. However, in cross-lingual machine
reading comprehension (MRC), it is difficult to perform a deep level of
assistance to enhance cross-lingual transfer because of the variation of answer
span positions in different languages. In this paper, we propose X-STA, a new
approach for cross-lingual MRC. Specifically, we leverage an attentive teacher
to subtly transfer the answer spans of the source language to the answer output
space of the target. A Gradient-Disentangled Knowledge Sharing technique is
proposed as an improved cross-attention block. In addition, we force the model
to learn semantic alignments from multiple granularities and calibrate the
model outputs with teacher guidance to enhance cross-lingual transferability.
Experiments on three multi-lingual MRC datasets show the effectiveness of our
method, outperforming state-of-the-art approaches.Comment: emnlp 202
Thickness-shear Frequencies of an Infinite Quartz Plate with Material Property Variation Along the Thickness
Properties of the quartz crystal blank of a resonator is assumed homogeneous,
uniform, and perfect in design, manufacturing, and applications. As end
products, quartz crystal resonators are frequently exposed to gases and liquids
which can cause surface damage and internal degradation of blanks under
increasingly hostile conditions. The combination of service conditions and
manufacturing process including chemical etching and polishing can inevitably
modify the surface of quartz crystal blanks with changes of material
properties, raising the question of what will happen to vibrations of quartz
crystal resonators of thickness-shear type if such modifications to blanks are
to be evaluated for sensitive applications. Such questions have been
encountered in other materials and structures with property variations either
on purpose or as the effect of environmental or natural processes commonly
referred to as functionally graded materials, or FGMs. Analyses have been done
in applications as part of studies on FGMs in structural as well as in acoustic
wave device applications. A procedure based on series solutions has been
developed in the evaluation of frequency changes and features in an infinite
quartz crystal plate of AT-cut with the symmetric material variation pattern
given in a cosine function with the findings that the vibration modes are now
closely coupled. These results can be used in the evaluation of surface damage
and corrosion of quartz crystal blanks of resonators in sensor applications or
development of new structures of resonators.Comment: This is to be presented and published with the 2014 IEEE
International Frequency Control Symposium, May 19-22, 2014, Taipei
International Convention Center, Taipe
Towards Understanding Cross and Self-Attention in Stable Diffusion for Text-Guided Image Editing
Deep Text-to-Image Synthesis (TIS) models such as Stable Diffusion have
recently gained significant popularity for creative Text-to-image generation.
Yet, for domain-specific scenarios, tuning-free Text-guided Image Editing (TIE)
is of greater importance for application developers, which modify objects or
object properties in images by manipulating feature components in attention
layers during the generation process. However, little is known about what
semantic meanings these attention layers have learned and which parts of the
attention maps contribute to the success of image editing. In this paper, we
conduct an in-depth probing analysis and demonstrate that cross-attention maps
in Stable Diffusion often contain object attribution information that can
result in editing failures. In contrast, self-attention maps play a crucial
role in preserving the geometric and shape details of the source image during
the transformation to the target image. Our analysis offers valuable insights
into understanding cross and self-attention maps in diffusion models. Moreover,
based on our findings, we simplify popular image editing methods and propose a
more straightforward yet more stable and efficient tuning-free procedure that
only modifies self-attention maps of the specified attention layers during the
denoising process. Experimental results show that our simplified method
consistently surpasses the performance of popular approaches on multiple
datasets
Thickness-shear Vibration Frequencies of an Infinite Plate with a Generalized Material Property Grading along the Thickness
For quartz crystal resonators of thickness-shear type, the vibration
frequency and mode shapes, which are key features of resonators in circuit
applications, reflect the basic material and structural properties of the
quartz plate and its variation with time under various factors such as erosive
gases and liquids that can cause surface and internal damages and degradation
of crystal blanks. The accumulated effects eventually will change the surface
conditions in terms of elastic constants and stiffness and more importantly,
the gradient of such properties along the thickness. This is a typical
functionally graded materials (FGM) structure and has been studied extensively
for structural applications under multiple loadings such as thermal and
electromagnetic fields in recent years. For acoustic wave resonators, such
studies are equally important and the wave propagation in FGM structures can be
used in the evaluation and assessment of performance, reliability, and life of
sensors based on acoustic waves such as the quartz crystal microbalances (QCM).
Now we studied the thickness-shear vibrations of FGM plates with properties of
AT-cut quartz crystal varying along the thickness in a general pattern
represented by a trigonometric function with both sine and cosine functions of
the thickness coordinate. The solutions are obtained by using Fourier expansion
of the plate deformation. We also obtained the frequency changes of the
fundamental and overtone modes which are strongly coupled for the evaluation of
resonator structures with property variation or design to take advantages of
FGM in novel applications.Comment: Paper for the proceedings of the 2015 IEEE International Frequency
Control Symposium and the European Frequency and Time Forum, Denver, CO, USA.
April 12-16, 201
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