152 research outputs found
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Cosmology in a universe with Bose-Einstein-condensed scalar field dark matter
We consider an alternative cold dark matter candidate, ultralight bosons (m>10^{-22} eV/c^2) described by a complex scalar field (SFDM) with global U(1) symmetry, with comoving particle number density conserved after particle production during standard reheating. We allow for repulsive self-interaction. In a Lambda-SFDM universe, SFDM starts relativistic, evolving from stiff (w=1) to radiation-like (w=1/3), becoming nonrelativistic (w=0) at late times. Thus, a stiff-SFDM-dominated era precedes the familiar radiation-dominated era. SFDM particle mass m and quartic self-interaction strength lambda, are therefore constrained by cosmological observables, N_{eff}, the effective number of neutrino species during BBN, and z_{eq}, the matter-radiation equality redshift. Since the stochastic gravitational wave background (SGWB) from inflation is amplified during the stiff-SFDM-dominated era, it can also contribute a radiation-like component large enough to affect these observables. Remarkably, this amplification makes this SGWB detectable by current GW experiments, e.g., aLIGO/Virgo and LISA, for Lambda-SFDM models satisfying cosmological constraints, for a range of reheat temperatures T_{re} and currently allowed values of tensor-to-scalar ratio r. For given r and lambda/(mc^2)^2, the marginally-allowed Lambda-SFDM model for each T_{re} has the smallest m that satisfies cosmological constraints. For example, for marginally-allowed models with r=0.01 and lambda/(mc^2)^2=10^{-18} eV^{-1} cm^3, null detection by the aLIGO O1 run excludes 8.75*10^3<T_{re} (GeV)<1.7*10^5 at 95% confidence, demonstrating that GW experiments already place a new kind of cosmological constraint on SFDM. A wider parameter range should be accessible to aLIGO/Virgo O5, with potential to detect this signature of Lambda-SFDM. For this same illustrative family, 3-sigma detection is predicted for 600<T_{re} (GeV)<10^7.Astronom
Why is son preference so persistent in East and South Asia? a cross-country study of China, India, and the Republic of Korea
Son preference has persisted in the face of sweeping economic and social changes in China, India, and the Republic of Korea. The authors attribute this to their similar family systems, which generate strong disincentives to raise daughters while valuing adult women's contributions to the household. Urbanization, female education, and employment can only slowly change these incentives without more direct efforts by the state and civil society to increase the flexibility of the kinship system such that daughters and sons can be perceived as being more equally valuable. Much can be done to this end through social movements, legislation, and the mass media.Gender and Development,Health Monitoring&Evaluation,Anthropology,Public Health Promotion,Population&Development,Adolescent Health,Anthropology,Life Sciences&Biotechnology,Health Monitoring&Evaluation,Population&Development
ChatLaw: Open-Source Legal Large Language Model with Integrated External Knowledge Bases
Large Language Models (LLMs) have shown the potential to revolutionize
natural language processing tasks in various domains, sparking great interest
in vertical-specific large models. However, unlike proprietary models such as
BloombergGPT and FinGPT, which have leveraged their unique data accumulations
to make strides in the finance domain, there hasn't not many similar large
language models in the Chinese legal domain to facilitate its digital
transformation.
In this paper, we propose an open-source legal large language model named
ChatLaw. Due to the importance of data quality, we carefully designed a legal
domain fine-tuning dataset. Additionally, to overcome the problem of model
hallucinations in legal data screening during reference data retrieval, we
introduce a method that combines vector database retrieval with keyword
retrieval to effectively reduce the inaccuracy of relying solely on vector
database retrieval. Furthermore, we propose a self-attention method to enhance
the ability of large models to overcome errors present in reference data,
further optimizing the issue of model hallucinations at the model level and
improving the problem-solving capabilities of large models. We also
open-sourced our model and part of the data at
https://github.com/PKU-YuanGroup/ChatLaw
Design Principles for Self-forming Interfaces Enabling Stable Lithium Metal Anodes
The path toward Li-ion batteries with higher energy-densities will likely
involve use of thin lithium metal (Li) anode (<50 m in thickness), whose
cyclability today remains limited by dendrite formation and low Coulombic
efficiency. Previous studies have shown that the solid-electrolyte-interface
(SEI) of Li metal plays a crucial role in Li electrodeposition and stripping.
However, design rules for optimal SEIs on lithium metal are not
well-established. Here, using integrated experimental and modeling studies on a
series of structurally-similar SEI-modifying compounds as model systems, we
reveal the relationship between SEI compositions, Li deposition morphology and
coulombic efficiency, and identify two key descriptors (ionicity and
compactness) for high performance SEIs through integrated experimental and
modeling studies. Using this understanding, we design a highly ionic and
compact SEI that shows excellent cycling performance in LiCoO-Li full cells
at practical current densities. Our results provide guidance for the rational
selection and optimization of SEI modifiers to further improve Li metal anodes.Comment: 21 pages, 6 figures and Supplementary Informatio
Time-dependent reliability of corroded mild steel pipes by different failure modes
This study aims to analytically assess the time-dependent failure of corrosion-induced mild steel pipes by employing two fracture failure criteria: the fracture toughness-based criterion and the stress-based criterion. The investigation intends to identify the influential factors that impinge upon the assessment of failure probability within this context. It is found that there is a linear relationship between the ratio of wall thickness to inner radius and the probability of failure and that between the internal pressure and the probability of failure. Notably, the influence on the evaluation of failure probability by the ratio of wall thickness to inner radius is more prominent than the internal pressure. It is also found that a comprehensive criterion is necessary for evaluating the fracture resistance of corroded mild steel pipes, which considers both initial fracture toughness and ultimate stress. These findings can provide theoretical evidence for pipe engineers to develop maintenance or repair strategies in mild steel pipes. The significance of this paper is the development of an analytical framework for predicting the probability of failure of corroded mild steel pipes, considering the complexities of elastic-plastic fracture mechanics.</p
Performance of digital image correction technique for mild steel with different strain hardening effects
This paper investigates the performance of Digital Image Correction (DIC) technique in determining the initial fracture toughness of mild steel with different strain hardening effects. To achieve this goal, the results of DIC technique-based method are compared with those of the commonly used unloading compliance (UC) method. The comparison results reveal that the DIC technique-based method exhibit a good agreement with the UC method in determining initial fracture toughness, with a deviation of less than 3.0 %. Additionally, the DIC technique-based method demonstrates the consistency in determining the initial fracture toughness, independent of the ratio of initial pre-crack length to width. Furthermore, the importance of strain hardening effects on initial fracture toughness follows the order of strain hardening capacity, effective yield stress, and yield offset. The significance of this paper is that it provides a deep understanding of the performance of the DIC technique in determining the initial fracture toughness of mild steel.</p
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