85 research outputs found
Free-space and near-wall dynamics of a flexible sheet sedimenting in Stokes flow
We present a numerical study of a thin elastic sheet with small extensibility
freely sedimenting in a viscous fluid. Two scenarios are investigated:
sedimentation in free space and near an infinite wall, where the wall may be
vertical or tilted. Elastic sheets with a rest shape of a square are modeled
with a finite-element-based continuum model that accounts for in-plane
stretching and out-of-plane bending. The fluid motion is computed by the method
of regularized Stokeslets in free space and regularized Blakelets near a wall.
During sedimentation, the interplay between gravity and the elastic response of
sheets gives rise to complex deformation and reorientation dynamics, measured
by a dimensionless elasto-gravitational number. In free space, sheets attain a
stable orientation by aligning perpendicular to gravity. Sheets with larger
deformability adopt more compact conformations and experience smaller
hydrodynamic drag, thereby sedimenting faster. A sheet with a random initial
orientation reorients to align perpendicular to gravity, accompanied by lateral
drift due to the symmetry-breaking in conformations. We identified two
reorientation mechanisms depending on flexibility. When a sheet is placed near
an infinite wall, sedimentation is hindered compared to that in free space due
to wall-induced hydrodynamic drag. Near a vertical wall, sheets exhibit
asymmetric conformations that cause the sheet to drift, with the drifting
dynamics determined by elasto-gravitational number. The difference in
flexibility leads to a non-monotonic trend in the evolution of wall-normal
distance. Near a tilted wall, sheets show qualitatively different dynamics when
the wall angle is large: they either deposit on or slide along the wall with a
fixed wall-normal distance.Comment: 29 pages, 8 figure
Intragovernment Procurement of Local Public Good: A Theory of Decentralization in Nondemocratic Government
Local governments (LGs) are seen as producers of the local public good ('the good'). An authoritarian country is one in which the government decides if the good should be produced and how much to tax to finance it, as versus a democracy in which voters decide. This paper identifies conditions under which it is more efficient for a non-democratic government to delegate to the LGs the authority to 1) decide whether or not to produce the good and2) Collect tax to finance it if the good is produced. Two conditions are identified First, when the net benefit of producing the good is sufficiently small so that, compared with the benefit, inducing LGs effort under the centralized system is too costly (a moral hazard problem). Second, when the net benefit of the is higher in a locale with a higher production cost parameters, making it difficult for the center to induce the LGs to truthfully reveal the cost parameter (an adverse selection problem). These results are consistent with the experience of China in the past several decades, where "too small to be worth bothering" and "too diversified and complicated local conditions for the center to know" have been the two most prominent official arguments made by the communist government itself for decentralizationhttp://deepblue.lib.umich.edu/bitstream/2027.42/39560/3/wp173.pd
What is valued most by patients with type 2 diabetes mellitus when selecting second-line antihyperglycemic medications in China
Objective: To estimate patient preferences for second-line antihyperglycemic medications in China. Methods: A face to face survey with the best-worst scaling (BWS) choices was administered in patients with diagnosed type 2 diabetes mellitus (T2DM). Study participants were asked to indicate which attribute they valued most and which attribute they valued least in 11 choice sets, each of which consisted of five alternatives out of 11 antihyperglycemic medication-specific attributes (treatment efficacy, weight change, hypoglycemic events, gastrointestinal side effects, cardiovascular health, urinary tract infection and genital infection side effects, edema, mode of administration, bone fracture, dosing frequency and out-of-pocket cost). A counting approach, a conditional logit model, and K-means clustering were used to estimate the relative importance of items and preference heterogeneity. Results: A total of 362 participants were included with a mean age of 63.6 (standard deviation: 11.8) years. There were 56.4% of participants were women, and 56.3% being diagnosed with diabetes for at least 5 years. Efficacy, cardiovascular health and hypoglycemic events were valued most, while dosing frequency, mode of administration and bone fracture were valued least. The K-means clustering further showed preference heterogeneity in out-of-pocket cost across the participants. Conclusion: Our study suggests that treatment efficacy, cardiovascular health and hypoglycemic events are valued most by Chinese patients with T2DM when selecting second-line antihyperglycemic medications. The study improves the understanding of patients’ preferences for second-line antihyperglycemic medications in China
FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis
Text-to-SQL, which provides zero-code interface for operating relational
databases, has gained much attention in financial analysis; because, financial
professionals may not well-skilled in SQL programming. However, until now,
there is no practical Text-to-SQL benchmark dataset for financial analysis, and
existing Text-to-SQL methods have not considered the unique characteristics of
databases in financial applications, such as commonly existing wide tables. To
address these issues, we collect a practical Text-to-SQL benchmark dataset and
propose a model-agnostic Large Language Model (LLMs)-based Text-to-SQL
framework for financial analysis. The benchmark dataset, BULL, is collected
from the practical financial analysis business of Hundsun Technologies Inc.,
including databases for fund, stock, and macro economy. Besides, the proposed
LLMs-based Text-to-SQL framework, FinSQL, provides a systematic treatment for
financial Text-to-SQL from the perspectives of prompt construction,
parameter-efficient fine-tuning and output calibration. Extensive experimental
results on BULL demonstrate that FinSQL achieves the state-of-the-art
Text-to-SQL performance at a small cost; furthermore, FinSQL can bring up to
36.64% performance improvement in scenarios requiring few-shot cross-database
model transfer.Comment: 13 pages, 13 figure
Experimental Investigation on Compressive Strength, Ultrasonic Characteristic and Cracks Distribution of Granite Rock Irradiated by a Moving Laser Beam
Efficient fracturing is the key issue for the exploitation of geothermal energy in a Hot Dry Rock reservoir. By using the laser irradiation cracking method, this study investigates the changes in uniaxial compressive strength, ultrasonic characteristics and crack distributions of granite specimens by applying a laser beam under various irradiation conditions, including different powers, diameters and moving speeds of the laser beam. The results indicate that the uniaxial compressive strength is considerably dependent on the power, diameter and moving speed of the laser beam. The ultrasonic-wave velocity and amplitude of the first wave both increase with a decreased laser power, increased diameter or moving speed of the laser beam. The wave form of irradiated graphite is flattened by laser irradiation comparing with that of the original specimen without laser irradiation. The crack angle and the ratio of the cracked area at both ends are also related to the irradiation parameters. The interior cracks are observed to be well-developed around the bottom of the grooving kerf generated by the laser beam. The results indicate that laser irradiation is a new economical and practical method that can efficiently fracture graphite
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